{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# 第四部分 模型篇 —— 集成模型"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## 1、投票组合法"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "1）导入相关的包："
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(['science', 'ieee', 'grid', 'muted'])\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import VotingClassifier"
   ]
  },
  {
   "source": [
    "2）数据准备："
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "\n",
    "bc = load_breast_cancer()\n",
    "y = bc.target\n",
    "X = pd.DataFrame.from_records(data=bc.data, columns=bc.feature_names)\n",
    "\n",
    "# 转化为df\n",
    "df = X\n",
    "df['target'] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 只取前3个特征\n",
    "cols = [\n",
    "    'mean radius',\n",
    "    'mean texture',\n",
    "    'mean perimeter',\n",
    "]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X[cols],\n",
    "                                                    y,\n",
    "                                                    test_size=0.3,\n",
    "                                                    random_state=42,\n",
    "                                                    stratify=y)"
   ]
  },
  {
   "source": [
    "3）使用3种算法（最近邻、逻辑回归、决策树）和3种算法投票，并查看效果："
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf1 = KNeighborsClassifier(n_neighbors=1)\n",
    "clf2 = LogisticRegression(solver='liblinear', C=0.05, random_state=42)\n",
    "clf3 = DecisionTreeClassifier(max_depth=1, random_state=42)\n",
    "\n",
    "pipe1 = Pipeline([['sc', StandardScaler()], ['clf', clf1]])\n",
    "pipe2 = Pipeline([['sc', StandardScaler()], ['clf', clf2]])\n",
    "\n",
    "clf_labels = [\n",
    "    'KNN',\n",
    "    'Logistic',\n",
    "    'Decision tree',\n",
    "]\n",
    "\n",
    "# weights=[1, 1, 1] 表示3种子模型使用相同的权重\n",
    "voter = VotingClassifier(estimators=[('knn', pipe1), ('lr', pipe2),\n",
    "                                     ('dc', clf3)],\n",
    "                         voting='soft',\n",
    "                         weights=[1, 1, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "AUC:0.87 (+/- 0.035) [KNN]\n",
      "AUC:0.95 (+/- 0.031) [Logistic]\n",
      "AUC:0.86 (+/- 0.049) [Decision tree]\n",
      "AUC:0.95 (+/- 0.024) [Soft Voting]\n"
     ]
    }
   ],
   "source": [
    "for clf, label in zip([pipe1, pipe2, clf3, voter],\n",
    "                      clf_labels + ['Soft Voting']):\n",
    "    scores = cross_val_score(estimator=clf,\n",
    "                             X=X_train,\n",
    "                             y=y_train,\n",
    "                             cv=10,\n",
    "                             scoring='roc_auc')\n",
    "    print(\"AUC:{:.2} (+/- {:.2}) [{}]\".format(scores.mean(), scores.std(),\n",
    "                                              label))\n",
    "\n"
   ]
  },
  {
   "source": [
    "## 2、Bagging模型性能分析实验"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### 决策树 vs Bagging决策树，看方差差异"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "导入相关包"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.ensemble import BaggingClassifier,BaggingRegressor"
   ]
  },
  {
   "source": [
    "划分数据集"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 只取前2个特征\n",
    "cols = [\n",
    "    'mean radius','mean texture',\n",
    "]\n",
    "X_train, X_test, y_train, y_test = train_test_split(X[cols],\n",
    "                                                    y,\n",
    "                                                    test_size=0.2,\n",
    "                                                    random_state=42,\n",
    "                                                    stratify=y)"
   ]
  },
  {
   "source": [
    "\n",
    "构造决策分类树"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# max_depth=None 树尽量生长\n",
    "tree = DecisionTreeClassifier(max_depth=None, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Decision tree train/test accuracy: 1.000/0.781\n"
     ]
    }
   ],
   "source": [
    "# 训练模型\n",
    "tree.fit(X_train, y_train)\n",
    "y_train_pred = tree.predict(X_train)\n",
    "y_test_pred = tree.predict(X_test)\n",
    "\n",
    "acc_train = accuracy_score(y_train, y_train_pred)\n",
    "acc_test = accuracy_score(y_test, y_test_pred)\n",
    "print('Decision tree train/test accuracy: {:.3f}/{:.3f}'.format(\n",
    "    acc_train, acc_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创造一个200课树的Bagging\n",
    "bag = BaggingClassifier(base_estimator=tree,\n",
    "                        n_estimators=200,\n",
    "                        max_samples=0.9,\n",
    "                        max_features=1.0,\n",
    "                        bootstrap=True,\n",
    "                        bootstrap_features=False,\n",
    "                        n_jobs=1,\n",
    "                        random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Bagging tree train/test accuracy: 1.000/0.860\n"
     ]
    }
   ],
   "source": [
    "# 训练模型\n",
    "bag.fit(X_train, y_train)\n",
    "y_train_pred = bag.predict(X_train)\n",
    "y_test_pred = bag.predict(X_test)\n",
    "\n",
    "acc_train = accuracy_score(y_train, y_train_pred)\n",
    "acc_test = accuracy_score(y_test, y_test_pred)\n",
    "print('Bagging tree train/test accuracy: {:.3f}/{:.3f}'.format(\n",
    "    acc_train, acc_test))"
   ]
  },
  {
   "source": [
    "#### Bagging逻辑回归看偏差和方差"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "准备人造数据集"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "Xt, yt = make_classification(n_samples=1000,\n",
    "                           n_features=7,\n",
    "                           n_redundant=1,\n",
    "                           n_informative=6,\n",
    "                           n_clusters_per_class=3,\n",
    "                           n_classes=2,\n",
    "                           random_state=42)"
   ]
  },
  {
   "source": [
    "准备Bagging集成"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_lr = LogisticRegression(solver='liblinear',\n",
    "                            random_state=42,C=10)  #class_weight=\"balanced\",1e9\n",
    "\n",
    "bag = BaggingClassifier(base_estimator=clf_lr,\n",
    "                        n_estimators=200,\n",
    "                        max_samples=0.5,\n",
    "                        #max_features=1,\n",
    "                        random_state=42)"
   ]
  },
  {
   "source": [
    "使用逻辑回归和Bagging逻辑回归"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "AUC:0.84 (+/- 0.031) [Logistic]\n",
      "AUC:0.84 (+/- 0.031) [Bagging Logistic]\n"
     ]
    }
   ],
   "source": [
    "for clf, label in zip([clf_lr, bag], ['Logistic','Bagging Logistic']):\n",
    "    scores = cross_val_score(estimator=clf,\n",
    "                             X=Xt,\n",
    "                             y=yt,\n",
    "                             cv=10,\n",
    "                             scoring='roc_auc')\n",
    "    print(\"AUC:{:.2} (+/- {:.2}) [{}]\".format(scores.mean(), scores.std(),\n",
    "                                              label))"
   ]
  },
  {
   "source": [
    "## 3、Boosting方法"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Gradient Boosting"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "1）准备数据"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:25:15.258828</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m67f7665f4f\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#pf4bb61f55c)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#m67f7665f4f\" y=\"16.994448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#m67f7665f4f\" y=\"30.341711\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#m67f7665f4f\" y=\"22.600973\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#m67f7665f4f\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#m67f7665f4f\" y=\"43.283348\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#m67f7665f4f\" y=\"47.017136\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#m67f7665f4f\" y=\"23.854027\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#m67f7665f4f\" y=\"39.49847\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#m67f7665f4f\" y=\"61.382968\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#m67f7665f4f\" y=\"49.922045\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#m67f7665f4f\" y=\"68.281279\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#m67f7665f4f\" y=\"71.729476\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#m67f7665f4f\" y=\"64.613834\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#m67f7665f4f\" y=\"99.826099\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#m67f7665f4f\" y=\"100.29163\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#m67f7665f4f\" y=\"86.281312\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#m67f7665f4f\" y=\"96.098156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#m67f7665f4f\" y=\"79.546754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#m67f7665f4f\" y=\"100.681131\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#m67f7665f4f\" y=\"111.133423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#m67f7665f4f\" y=\"71.463737\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#m67f7665f4f\" y=\"99.383167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#m67f7665f4f\" y=\"97.868448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#m67f7665f4f\" y=\"122.733108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#m67f7665f4f\" y=\"112.421188\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#m67f7665f4f\" y=\"105.387586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#m67f7665f4f\" y=\"126.682095\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#m67f7665f4f\" y=\"106.642301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#m67f7665f4f\" y=\"123.602567\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#m67f7665f4f\" y=\"121.482914\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#m67f7665f4f\" y=\"128.472616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#m67f7665f4f\" y=\"94.492329\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#m67f7665f4f\" y=\"124.405965\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#m67f7665f4f\" y=\"142.104328\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#m67f7665f4f\" y=\"116.457167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#m67f7665f4f\" y=\"148.840058\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#m67f7665f4f\" y=\"129.755876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#m67f7665f4f\" y=\"163.884657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#m67f7665f4f\" y=\"156.510229\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#m67f7665f4f\" y=\"135.854657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#m67f7665f4f\" y=\"129.704055\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#m67f7665f4f\" y=\"139.912727\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#m67f7665f4f\" y=\"145.921885\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#m67f7665f4f\" y=\"150.374247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#m67f7665f4f\" y=\"169.457718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#m67f7665f4f\" y=\"159.826983\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#m67f7665f4f\" y=\"157.536809\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#m67f7665f4f\" y=\"136.562353\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#m67f7665f4f\" y=\"148.564927\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#m67f7665f4f\" y=\"181.137623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#m67f7665f4f\" y=\"151.57461\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#m67f7665f4f\" y=\"163.352941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#m67f7665f4f\" y=\"168.900066\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#m67f7665f4f\" y=\"150.997944\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#m67f7665f4f\" y=\"145.910731\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#m67f7665f4f\" y=\"148.453786\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#m67f7665f4f\" y=\"175.676746\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#m67f7665f4f\" y=\"168.791031\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#m67f7665f4f\" y=\"160.216629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#m67f7665f4f\" y=\"151.532542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#m67f7665f4f\" y=\"173.867528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#m67f7665f4f\" y=\"170.269301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#m67f7665f4f\" y=\"184.591926\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#m67f7665f4f\" y=\"186.562455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#m67f7665f4f\" y=\"157.413101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#m67f7665f4f\" y=\"149.897699\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#m67f7665f4f\" y=\"171.520789\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#m67f7665f4f\" y=\"156.02581\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#m67f7665f4f\" y=\"165.901488\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#m67f7665f4f\" y=\"181.124987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#m67f7665f4f\" y=\"166.491824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#m67f7665f4f\" y=\"149.286875\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#m67f7665f4f\" y=\"172.745469\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#m67f7665f4f\" y=\"149.159715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#m67f7665f4f\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#m67f7665f4f\" y=\"160.208175\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#m67f7665f4f\" y=\"171.033213\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#m67f7665f4f\" y=\"176.641455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#m67f7665f4f\" y=\"170.696717\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#m67f7665f4f\" y=\"201.264555\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#m67f7665f4f\" y=\"174.826899\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#m67f7665f4f\" y=\"165.968451\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#m67f7665f4f\" y=\"149.003638\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#m67f7665f4f\" y=\"178.126969\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#m67f7665f4f\" y=\"181.943181\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#m67f7665f4f\" y=\"176.868995\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#m67f7665f4f\" y=\"155.303403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#m67f7665f4f\" y=\"163.34773\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#m67f7665f4f\" y=\"175.36318\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#m67f7665f4f\" y=\"159.175987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#m67f7665f4f\" y=\"164.536876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#m67f7665f4f\" y=\"150.781195\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#m67f7665f4f\" y=\"174.606421\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#m67f7665f4f\" y=\"168.103972\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#m67f7665f4f\" y=\"168.044471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#m67f7665f4f\" y=\"182.838101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#m67f7665f4f\" y=\"155.669255\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#m67f7665f4f\" y=\"155.014785\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#m67f7665f4f\" y=\"157.576706\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#m67f7665f4f\" y=\"159.844858\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#m67f7665f4f\" y=\"175.990923\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#m67f7665f4f\" y=\"159.87865\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#m67f7665f4f\" y=\"157.284738\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#m67f7665f4f\" y=\"162.59423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#m67f7665f4f\" y=\"151.558402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#m67f7665f4f\" y=\"141.589183\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#m67f7665f4f\" y=\"117.994859\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#m67f7665f4f\" y=\"141.625544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#m67f7665f4f\" y=\"138.636936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#m67f7665f4f\" y=\"141.737948\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#m67f7665f4f\" y=\"167.173273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#m67f7665f4f\" y=\"137.241016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#m67f7665f4f\" y=\"133.983204\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#m67f7665f4f\" y=\"96.383342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#m67f7665f4f\" y=\"133.614987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#m67f7665f4f\" y=\"124.169718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#m67f7665f4f\" y=\"126.960432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#m67f7665f4f\" y=\"141.506603\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#m67f7665f4f\" y=\"104.994701\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#m67f7665f4f\" y=\"108.434106\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#m67f7665f4f\" y=\"105.45486\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#m67f7665f4f\" y=\"128.173108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#m67f7665f4f\" y=\"91.437753\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#m67f7665f4f\" y=\"130.395646\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#m67f7665f4f\" y=\"98.342123\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#m67f7665f4f\" y=\"71.9362\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#m67f7665f4f\" y=\"116.305283\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#m67f7665f4f\" y=\"107.251246\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#m67f7665f4f\" y=\"94.565721\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#m67f7665f4f\" y=\"100.613532\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#m67f7665f4f\" y=\"113.181622\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#m67f7665f4f\" y=\"86.224293\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#m67f7665f4f\" y=\"99.924431\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#m67f7665f4f\" y=\"74.09399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#m67f7665f4f\" y=\"91.56816\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#m67f7665f4f\" y=\"51.812585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#m67f7665f4f\" y=\"83.097825\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#m67f7665f4f\" y=\"72.963321\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#m67f7665f4f\" y=\"52.792233\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#m67f7665f4f\" y=\"79.642121\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#m67f7665f4f\" y=\"54.586607\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#m67f7665f4f\" y=\"35.082941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#m67f7665f4f\" y=\"74.655402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#m67f7665f4f\" y=\"44.498578\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#m67f7665f4f\" y=\"39.703949\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#m67f7665f4f\" y=\"28.243415\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#m67f7665f4f\" y=\"54.340815\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#m67f7665f4f\" y=\"51.736272\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#m67f7665f4f\" y=\"20.5684\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#m67f7665f4f\" y=\"19.95113\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"mc702b6ea95\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m08778a3f4e\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#mc702b6ea95\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m08778a3f4e\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m9fa648c512\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m84cd9799c0\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m9fa648c512\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m84cd9799c0\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 201.988678 \nL 362.378823 201.988678 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m2e00729c5f\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"mc92b91e93a\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 205.447928)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 172.381819 \nL 362.378823 172.381819 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 175.841068)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 142.774959 \nL 362.378823 142.774959 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 146.234209)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 113.1681 \nL 362.378823 113.1681 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 116.627349)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 83.56124 \nL 362.378823 83.56124 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.6}$ -->\n      <g transform=\"translate(11.348744 87.02049)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 53.954381 \nL 362.378823 53.954381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.8}$ -->\n      <g transform=\"translate(11.348744 57.41363)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#pf4bb61f55c)\" d=\"M 27.578823 24.347521 \nL 362.378823 24.347521 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2e00729c5f\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc92b91e93a\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{1.0}$ -->\n      <g transform=\"translate(11.348744 27.806771)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m467e9c52d1\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"216.792108\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mb1b87fb141\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"216.792108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"209.390393\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"209.390393\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"194.586964\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"194.586964\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"187.185249\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"187.185249\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"179.783534\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"179.783534\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"164.980104\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"164.980104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"157.578389\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"157.578389\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"150.176674\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"150.176674\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"135.373245\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"135.373245\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"127.97153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"127.97153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"120.569815\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"120.569815\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"105.766385\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"105.766385\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"98.36467\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"98.36467\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"90.962955\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"90.962955\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"76.159526\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"76.159526\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"68.757811\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"68.757811\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"61.356096\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"61.356096\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"46.552666\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"46.552666\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"39.150951\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"39.150951\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"31.749236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"31.749236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"16.945806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"16.945806\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m467e9c52d1\" y=\"9.544092\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mb1b87fb141\" y=\"9.544092\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pf4bb61f55c\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "\n",
    "n = 150\n",
    "X = np.linspace(-1, 1, n)\n",
    "y = X**2 + np.random.normal(loc=0, scale=0.1, size=n)\n",
    "X = X.reshape(-1, 1)\n",
    "\n",
    "plt.scatter(X, y, alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "2）构造回归树"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:25:51.194540</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m4a961e6eee\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#pcf96f53429)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#m4a961e6eee\" y=\"16.994448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#m4a961e6eee\" y=\"30.341711\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#m4a961e6eee\" y=\"22.600973\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#m4a961e6eee\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#m4a961e6eee\" y=\"43.283348\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#m4a961e6eee\" y=\"47.017136\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#m4a961e6eee\" y=\"23.854027\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#m4a961e6eee\" y=\"39.49847\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#m4a961e6eee\" y=\"61.382968\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#m4a961e6eee\" y=\"49.922045\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#m4a961e6eee\" y=\"68.281279\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#m4a961e6eee\" y=\"71.729476\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#m4a961e6eee\" y=\"64.613834\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#m4a961e6eee\" y=\"99.826099\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#m4a961e6eee\" y=\"100.29163\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#m4a961e6eee\" y=\"86.281312\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#m4a961e6eee\" y=\"96.098156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#m4a961e6eee\" y=\"79.546754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#m4a961e6eee\" y=\"100.681131\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#m4a961e6eee\" y=\"111.133423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#m4a961e6eee\" y=\"71.463737\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#m4a961e6eee\" y=\"99.383167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#m4a961e6eee\" y=\"97.868448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#m4a961e6eee\" y=\"122.733108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#m4a961e6eee\" y=\"112.421188\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#m4a961e6eee\" y=\"105.387586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#m4a961e6eee\" y=\"126.682095\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#m4a961e6eee\" y=\"106.642301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#m4a961e6eee\" y=\"123.602567\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#m4a961e6eee\" y=\"121.482914\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#m4a961e6eee\" y=\"128.472616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#m4a961e6eee\" y=\"94.492329\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#m4a961e6eee\" y=\"124.405965\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#m4a961e6eee\" y=\"142.104328\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#m4a961e6eee\" y=\"116.457167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#m4a961e6eee\" y=\"148.840058\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#m4a961e6eee\" y=\"129.755876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#m4a961e6eee\" y=\"163.884657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#m4a961e6eee\" y=\"156.510229\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#m4a961e6eee\" y=\"135.854657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#m4a961e6eee\" y=\"129.704055\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#m4a961e6eee\" y=\"139.912727\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#m4a961e6eee\" y=\"145.921885\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#m4a961e6eee\" y=\"150.374247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#m4a961e6eee\" y=\"169.457718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#m4a961e6eee\" y=\"159.826983\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#m4a961e6eee\" y=\"157.536809\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#m4a961e6eee\" y=\"136.562353\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#m4a961e6eee\" y=\"148.564927\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#m4a961e6eee\" y=\"181.137623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#m4a961e6eee\" y=\"151.57461\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#m4a961e6eee\" y=\"163.352941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#m4a961e6eee\" y=\"168.900066\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#m4a961e6eee\" y=\"150.997944\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#m4a961e6eee\" y=\"145.910731\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#m4a961e6eee\" y=\"148.453786\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#m4a961e6eee\" y=\"175.676746\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#m4a961e6eee\" y=\"168.791031\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#m4a961e6eee\" y=\"160.216629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#m4a961e6eee\" y=\"151.532542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#m4a961e6eee\" y=\"173.867528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#m4a961e6eee\" y=\"170.269301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#m4a961e6eee\" y=\"184.591926\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#m4a961e6eee\" y=\"186.562455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#m4a961e6eee\" y=\"157.413101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#m4a961e6eee\" y=\"149.897699\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#m4a961e6eee\" y=\"171.520789\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#m4a961e6eee\" y=\"156.02581\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#m4a961e6eee\" y=\"165.901488\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#m4a961e6eee\" y=\"181.124987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#m4a961e6eee\" y=\"166.491824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#m4a961e6eee\" y=\"149.286875\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#m4a961e6eee\" y=\"172.745469\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#m4a961e6eee\" y=\"149.159715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#m4a961e6eee\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#m4a961e6eee\" y=\"160.208175\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#m4a961e6eee\" y=\"171.033213\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#m4a961e6eee\" y=\"176.641455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#m4a961e6eee\" y=\"170.696717\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#m4a961e6eee\" y=\"201.264555\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#m4a961e6eee\" y=\"174.826899\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#m4a961e6eee\" y=\"165.968451\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#m4a961e6eee\" y=\"149.003638\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#m4a961e6eee\" y=\"178.126969\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#m4a961e6eee\" y=\"181.943181\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#m4a961e6eee\" y=\"176.868995\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#m4a961e6eee\" y=\"155.303403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#m4a961e6eee\" y=\"163.34773\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#m4a961e6eee\" y=\"175.36318\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#m4a961e6eee\" y=\"159.175987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#m4a961e6eee\" y=\"164.536876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#m4a961e6eee\" y=\"150.781195\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#m4a961e6eee\" y=\"174.606421\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#m4a961e6eee\" y=\"168.103972\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#m4a961e6eee\" y=\"168.044471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#m4a961e6eee\" y=\"182.838101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#m4a961e6eee\" y=\"155.669255\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#m4a961e6eee\" y=\"155.014785\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#m4a961e6eee\" y=\"157.576706\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#m4a961e6eee\" y=\"159.844858\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#m4a961e6eee\" y=\"175.990923\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#m4a961e6eee\" y=\"159.87865\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#m4a961e6eee\" y=\"157.284738\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#m4a961e6eee\" y=\"162.59423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#m4a961e6eee\" y=\"151.558402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#m4a961e6eee\" y=\"141.589183\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#m4a961e6eee\" y=\"117.994859\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#m4a961e6eee\" y=\"141.625544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#m4a961e6eee\" y=\"138.636936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#m4a961e6eee\" y=\"141.737948\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#m4a961e6eee\" y=\"167.173273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#m4a961e6eee\" y=\"137.241016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#m4a961e6eee\" y=\"133.983204\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#m4a961e6eee\" y=\"96.383342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#m4a961e6eee\" y=\"133.614987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#m4a961e6eee\" y=\"124.169718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#m4a961e6eee\" y=\"126.960432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#m4a961e6eee\" y=\"141.506603\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#m4a961e6eee\" y=\"104.994701\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#m4a961e6eee\" y=\"108.434106\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#m4a961e6eee\" y=\"105.45486\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#m4a961e6eee\" y=\"128.173108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#m4a961e6eee\" y=\"91.437753\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#m4a961e6eee\" y=\"130.395646\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#m4a961e6eee\" y=\"98.342123\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#m4a961e6eee\" y=\"71.9362\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#m4a961e6eee\" y=\"116.305283\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#m4a961e6eee\" y=\"107.251246\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#m4a961e6eee\" y=\"94.565721\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#m4a961e6eee\" y=\"100.613532\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#m4a961e6eee\" y=\"113.181622\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#m4a961e6eee\" y=\"86.224293\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#m4a961e6eee\" y=\"99.924431\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#m4a961e6eee\" y=\"74.09399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#m4a961e6eee\" y=\"91.56816\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#m4a961e6eee\" y=\"51.812585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#m4a961e6eee\" y=\"83.097825\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#m4a961e6eee\" y=\"72.963321\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#m4a961e6eee\" y=\"52.792233\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#m4a961e6eee\" y=\"79.642121\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#m4a961e6eee\" y=\"54.586607\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#m4a961e6eee\" y=\"35.082941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#m4a961e6eee\" y=\"74.655402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#m4a961e6eee\" y=\"44.498578\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#m4a961e6eee\" y=\"39.703949\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#m4a961e6eee\" y=\"28.243415\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#m4a961e6eee\" y=\"54.340815\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#m4a961e6eee\" y=\"51.736272\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#m4a961e6eee\" y=\"20.5684\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#m4a961e6eee\" y=\"19.95113\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"md0de074ae6\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m8a336107d6\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#md0de074ae6\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m8a336107d6\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m2202f0a824\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"mfbf35fd8d1\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m2202f0a824\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#mfbf35fd8d1\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 201.988678 \nL 362.378823 201.988678 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m0566cd9d15\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"me365fe41c0\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 205.447928)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 172.381819 \nL 362.378823 172.381819 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 175.841068)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 142.774959 \nL 362.378823 142.774959 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 146.234209)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 113.1681 \nL 362.378823 113.1681 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 116.627349)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 83.56124 \nL 362.378823 83.56124 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.6}$ -->\n      <g transform=\"translate(11.348744 87.02049)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 53.954381 \nL 362.378823 53.954381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.8}$ -->\n      <g transform=\"translate(11.348744 57.41363)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#pcf96f53429)\" d=\"M 27.578823 24.347521 \nL 362.378823 24.347521 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0566cd9d15\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#me365fe41c0\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{1.0}$ -->\n      <g transform=\"translate(11.348744 27.806771)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m3b0fcfa4a7\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"216.792108\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m967b81a5aa\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"216.792108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"209.390393\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"209.390393\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"194.586964\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"194.586964\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"187.185249\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"187.185249\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"179.783534\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"179.783534\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"164.980104\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"164.980104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"157.578389\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"157.578389\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"150.176674\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"150.176674\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"135.373245\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"135.373245\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"127.97153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"127.97153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"120.569815\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"120.569815\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"105.766385\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"105.766385\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"98.36467\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"98.36467\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"90.962955\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"90.962955\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"76.159526\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"76.159526\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"68.757811\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"68.757811\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"61.356096\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"61.356096\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"46.552666\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"46.552666\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"39.150951\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"39.150951\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"31.749236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"31.749236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"16.945806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"16.945806\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m3b0fcfa4a7\" y=\"9.544092\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m967b81a5aa\" y=\"9.544092\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#pcf96f53429)\" d=\"M 42.797005 20.855192 \nL 48.925131 20.855192 \nL 50.96784 38.413245 \nL 57.095967 38.413245 \nL 59.138676 55.652506 \nL 61.181385 55.652506 \nL 63.224094 68.208196 \nL 67.309512 68.208196 \nL 69.352221 107.611728 \nL 112.249109 107.611728 \nL 114.291818 155.065961 \nL 294.050208 155.065961 \nL 296.092917 95.818782 \nL 316.520006 95.818782 \nL 318.562715 50.911706 \nL 347.160641 50.911706 \nL 347.160641 50.911706 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 34.578823 216.04 \nL 76.956593 216.04 \nQ 78.956593 216.04 78.956593 214.04 \nL 78.956593 200.504384 \nQ 78.956593 198.504384 76.956593 198.504384 \nL 34.578823 198.504384 \nQ 32.578823 198.504384 32.578823 200.504384 \nL 32.578823 214.04 \nQ 32.578823 216.04 34.578823 216.04 \nz\n\" style=\"fill:#ffffff;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_164\">\n     <path d=\"M 36.578823 206.602822 \nL 56.578823 206.602822 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_165\"/>\n    <g id=\"text_17\">\n     <!-- $F_0$ -->\n     <g transform=\"translate(64.578823 210.102822)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 29.703125 32.109375 \nL 39.296875 32.109375 \nC 46.90625 32.109375 47.5 30.40625 47.5 27.515625 \nC 47.5 26.21875 47.296875 24.828125 46.796875 22.625 \nC 46.59375 22.234375 46.5 21.734375 46.5 21.53125 \nC 46.5 20.828125 46.90625 20.4375 47.59375 20.4375 \nC 48.40625 20.4375 48.5 20.828125 48.90625 22.421875 \nL 54.703125 45.859375 \nC 54.703125 46.265625 54.40625 46.859375 53.703125 46.859375 \nC 52.796875 46.859375 52.703125 46.46875 52.296875 44.734375 \nC 50.203125 37.125 48.203125 35 39.5 35 \nL 30.40625 35 \nL 36.90625 61.34375 \nC 37.796875 64.90625 38 64.90625 42.09375 64.90625 \nL 55.5 64.90625 \nC 68 64.90625 69.796875 61.21875 69.796875 54.125 \nC 69.796875 53.53125 69.796875 51.328125 69.5 48.734375 \nC 69.40625 48.34375 69.203125 47.046875 69.203125 46.640625 \nC 69.203125 45.84375 69.703125 45.546875 70.296875 45.546875 \nC 71 45.546875 71.40625 45.953125 71.59375 47.734375 \nL 73.703125 65.21875 \nC 73.703125 65.546875 73.90625 66.609375 73.90625 66.828125 \nC 73.90625 68 73 68 71.203125 68 \nL 23.796875 68 \nC 21.90625 68 20.90625 68 20.90625 66.078125 \nC 20.90625 64.90625 21.59375 64.90625 23.296875 64.90625 \nC 29.5 64.90625 29.5 64.265625 29.5 63.28125 \nC 29.5 62.78125 29.40625 62.375 29.09375 61.28125 \nL 15.59375 7.390625 \nC 14.703125 3.890625 14.5 2.890625 7.5 2.890625 \nC 5.59375 2.890625 4.59375 2.890625 4.59375 1.09375 \nC 4.59375 0 5.5 0 6.09375 0 \nC 8 0 10 0 11.90625 0 \nL 24.90625 0 \nC 27.09375 0 29.5 0 31.703125 0 \nC 32.59375 0 33.796875 0 33.796875 1.796875 \nC 33.796875 2.890625 33.203125 2.890625 31 2.890625 \nC 23.09375 2.890625 22.90625 3.578125 22.90625 5.0625 \nC 22.90625 5.5625 23.09375 6.34375 23.296875 7.015625 \nz\n\" id=\"CMMI12-70\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-48\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pcf96f53429\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "dtr1 = DecisionTreeRegressor(max_depth=3)\n",
    "dtr1.fit(X, y)\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(X, y, alpha=0.7)\n",
    "plt.plot(X, dtr1.predict(X), 'r', label='$F_0$')\n",
    "plt.legend(loc=3)\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "3）使用残差，进行第二轮拟合 (使用学习率时，$y_2 = y - \\eta \\hat{y}$)"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:25:59.016968</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"med493db296\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#pe362fc0c30)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#med493db296\" y=\"112.168357\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#med493db296\" y=\"134.206616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#med493db296\" y=\"121.42554\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#med493db296\" y=\"106.371499\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#med493db296\" y=\"126.584247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#med493db296\" y=\"132.749269\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#med493db296\" y=\"94.503629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#med493db296\" y=\"120.334866\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#med493db296\" y=\"128.004823\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#med493db296\" y=\"109.081182\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#med493db296\" y=\"118.663673\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#med493db296\" y=\"124.357144\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#med493db296\" y=\"112.608191\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#med493db296\" y=\"105.687804\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#med493db296\" y=\"106.456463\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#med493db296\" y=\"83.323403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#med493db296\" y=\"99.532432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#med493db296\" y=\"72.203675\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#med493db296\" y=\"107.099585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#med493db296\" y=\"124.35783\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#med493db296\" y=\"58.857445\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#med493db296\" y=\"104.956459\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#med493db296\" y=\"102.45544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#med493db296\" y=\"143.510586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#med493db296\" y=\"126.484115\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#med493db296\" y=\"114.870623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#med493db296\" y=\"150.030934\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#med493db296\" y=\"116.942338\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#med493db296\" y=\"144.946189\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#med493db296\" y=\"141.446335\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#med493db296\" y=\"152.987342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#med493db296\" y=\"96.880978\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#med493db296\" y=\"146.272715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#med493db296\" y=\"175.495269\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#med493db296\" y=\"133.148101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#med493db296\" y=\"108.263138\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#med493db296\" y=\"76.752394\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#med493db296\" y=\"133.103945\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#med493db296\" y=\"120.927698\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#med493db296\" y=\"86.822364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#med493db296\" y=\"76.666832\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#med493db296\" y=\"93.522824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#med493db296\" y=\"103.444812\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#med493db296\" y=\"110.796305\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#med493db296\" y=\"142.305873\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#med493db296\" y=\"126.404139\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#med493db296\" y=\"122.62273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#med493db296\" y=\"87.990872\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#med493db296\" y=\"107.808856\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#med493db296\" y=\"161.591085\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#med493db296\" y=\"112.778278\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#med493db296\" y=\"132.226005\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#med493db296\" y=\"141.38511\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#med493db296\" y=\"111.826119\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#med493db296\" y=\"103.426395\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#med493db296\" y=\"107.625347\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#med493db296\" y=\"152.574388\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#med493db296\" y=\"141.205078\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#med493db296\" y=\"127.0475\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#med493db296\" y=\"112.708818\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#med493db296\" y=\"149.587107\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#med493db296\" y=\"143.645915\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#med493db296\" y=\"167.294639\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#med493db296\" y=\"170.548266\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#med493db296\" y=\"122.418471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#med493db296\" y=\"110.009456\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#med493db296\" y=\"145.712303\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#med493db296\" y=\"120.127853\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#med493db296\" y=\"136.434025\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#med493db296\" y=\"161.57022\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#med493db296\" y=\"137.408754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#med493db296\" y=\"109.000897\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#med493db296\" y=\"147.734426\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#med493db296\" y=\"108.790938\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#med493db296\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#med493db296\" y=\"127.033542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#med493db296\" y=\"144.907243\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#med493db296\" y=\"154.167262\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#med493db296\" y=\"144.35164\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#med493db296\" y=\"194.823558\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#med493db296\" y=\"151.171167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#med493db296\" y=\"136.54459\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#med493db296\" y=\"108.533232\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#med493db296\" y=\"156.62006\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#med493db296\" y=\"162.921178\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#med493db296\" y=\"154.542963\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#med493db296\" y=\"118.935054\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#med493db296\" y=\"132.217401\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#med493db296\" y=\"152.056644\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#med493db296\" y=\"125.32925\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#med493db296\" y=\"134.180852\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#med493db296\" y=\"111.468236\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#med493db296\" y=\"150.807127\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#med493db296\" y=\"140.070643\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#med493db296\" y=\"139.972399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#med493db296\" y=\"164.398819\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#med493db296\" y=\"119.539129\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#med493db296\" y=\"118.458505\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#med493db296\" y=\"122.688606\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#med493db296\" y=\"126.433653\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#med493db296\" y=\"153.093139\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#med493db296\" y=\"126.489448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#med493db296\" y=\"122.206524\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#med493db296\" y=\"130.973264\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#med493db296\" y=\"112.751516\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#med493db296\" y=\"96.290895\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#med493db296\" y=\"57.333256\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#med493db296\" y=\"96.350931\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#med493db296\" y=\"91.416309\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#med493db296\" y=\"96.536528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#med493db296\" y=\"138.533925\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#med493db296\" y=\"89.111443\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#med493db296\" y=\"83.732325\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#med493db296\" y=\"21.649518\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#med493db296\" y=\"83.124345\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#med493db296\" y=\"67.528842\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#med493db296\" y=\"72.136712\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#med493db296\" y=\"96.154544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#med493db296\" y=\"35.868118\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#med493db296\" y=\"41.547072\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#med493db296\" y=\"36.627906\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#med493db296\" y=\"74.139016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#med493db296\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#med493db296\" y=\"77.808747\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#med493db296\" y=\"122.709404\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#med493db296\" y=\"79.109409\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#med493db296\" y=\"152.369177\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#med493db296\" y=\"137.419653\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#med493db296\" y=\"116.474018\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#med493db296\" y=\"126.459828\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#med493db296\" y=\"147.21156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#med493db296\" y=\"102.701115\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#med493db296\" y=\"125.322023\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#med493db296\" y=\"82.672231\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#med493db296\" y=\"111.524611\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#med493db296\" y=\"120.030484\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#med493db296\" y=\"171.686936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#med493db296\" y=\"154.953405\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#med493db296\" y=\"121.648025\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#med493db296\" y=\"165.98107\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#med493db296\" y=\"124.610795\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#med493db296\" y=\"92.407424\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#med493db296\" y=\"157.747275\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#med493db296\" y=\"107.954002\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#med493db296\" y=\"100.037376\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#med493db296\" y=\"81.114379\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#med493db296\" y=\"124.204957\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#med493db296\" y=\"119.90448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#med493db296\" y=\"68.441818\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#med493db296\" y=\"67.422617\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"md50bf1f6d3\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m0d4f61bf76\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#md50bf1f6d3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m0d4f61bf76\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"ma53eb13731\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"mfb3c6a5304\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#ma53eb13731\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#mfb3c6a5304\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 216.31341 \nL 362.378823 216.31341 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m1e96f8e2d9\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"216.31341\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"meca10a73e0\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"216.31341\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.4}$ -->\n      <g transform=\"translate(3.6 219.772659)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 191.870808 \nL 362.378823 191.870808 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"191.870808\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"191.870808\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{−0.3}$ -->\n      <g transform=\"translate(3.6 195.330057)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 167.428206 \nL 362.378823 167.428206 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"167.428206\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"167.428206\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 170.887456)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 142.985605 \nL 362.378823 142.985605 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"142.985605\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"142.985605\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{−0.1}$ -->\n      <g transform=\"translate(3.6 146.444854)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 118.543003 \nL 362.378823 118.543003 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"118.543003\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"118.543003\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 122.002252)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 94.100401 \nL 362.378823 94.100401 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"94.100401\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"94.100401\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.1}$ -->\n      <g transform=\"translate(11.348744 97.55965)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 69.657799 \nL 362.378823 69.657799 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"69.657799\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"69.657799\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 73.117048)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 45.215197 \nL 362.378823 45.215197 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"45.215197\"/>\n      </g>\n     </g>\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"45.215197\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- $\\mathdefault{0.3}$ -->\n      <g transform=\"translate(11.348744 48.674447)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_122\">\n      <path clip-path=\"url(#pe362fc0c30)\" d=\"M 27.578823 20.772596 \nL 362.378823 20.772596 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e96f8e2d9\" y=\"20.772596\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#meca10a73e0\" y=\"20.772596\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 24.231845)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_125\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m8411727d97\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"211.42489\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m60c7c9daa1\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"211.42489\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"206.536369\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"206.536369\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"201.647849\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"201.647849\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"196.759329\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"196.759329\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"186.982288\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"186.982288\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"182.093768\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"182.093768\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"177.205247\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"177.205247\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"172.316727\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"172.316727\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"162.539686\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"162.539686\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"157.651166\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"157.651166\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"152.762645\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"152.762645\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"147.874125\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"147.874125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"138.097084\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"138.097084\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"133.208564\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"133.208564\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"128.320044\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"128.320044\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"123.431523\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"123.431523\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"113.654482\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"113.654482\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"108.765962\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"108.765962\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"103.877442\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"103.877442\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_163\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"98.988921\"/>\n      </g>\n     </g>\n     <g id=\"line2d_164\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"98.988921\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_165\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"89.211881\"/>\n      </g>\n     </g>\n     <g id=\"line2d_166\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"89.211881\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_167\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"84.32336\"/>\n      </g>\n     </g>\n     <g id=\"line2d_168\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"84.32336\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_169\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"79.43484\"/>\n      </g>\n     </g>\n     <g id=\"line2d_170\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"79.43484\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_171\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"74.54632\"/>\n      </g>\n     </g>\n     <g id=\"line2d_172\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"74.54632\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_173\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"64.769279\"/>\n      </g>\n     </g>\n     <g id=\"line2d_174\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"64.769279\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_175\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"59.880758\"/>\n      </g>\n     </g>\n     <g id=\"line2d_176\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"59.880758\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_36\">\n     <g id=\"line2d_177\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"54.992238\"/>\n      </g>\n     </g>\n     <g id=\"line2d_178\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"54.992238\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_37\">\n     <g id=\"line2d_179\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"50.103718\"/>\n      </g>\n     </g>\n     <g id=\"line2d_180\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"50.103718\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_38\">\n     <g id=\"line2d_181\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"40.326677\"/>\n      </g>\n     </g>\n     <g id=\"line2d_182\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"40.326677\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_39\">\n     <g id=\"line2d_183\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"35.438157\"/>\n      </g>\n     </g>\n     <g id=\"line2d_184\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"35.438157\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_40\">\n     <g id=\"line2d_185\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"30.549636\"/>\n      </g>\n     </g>\n     <g id=\"line2d_186\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"30.549636\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_41\">\n     <g id=\"line2d_187\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"25.661116\"/>\n      </g>\n     </g>\n     <g id=\"line2d_188\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"25.661116\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_42\">\n     <g id=\"line2d_189\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"15.884075\"/>\n      </g>\n     </g>\n     <g id=\"line2d_190\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"15.884075\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_43\">\n     <g id=\"line2d_191\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"10.995555\"/>\n      </g>\n     </g>\n     <g id=\"line2d_192\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"10.995555\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_44\">\n     <g id=\"line2d_193\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m8411727d97\" y=\"6.107034\"/>\n      </g>\n     </g>\n     <g id=\"line2d_194\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m60c7c9daa1\" y=\"6.107034\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_195\">\n    <path clip-path=\"url(#pe362fc0c30)\" d=\"M 42.797005 116.38029 \nL 155.145998 116.38029 \nL 157.188707 139.58147 \nL 253.196028 139.58147 \nL 255.238737 74.106279 \nL 294.050208 74.106279 \nL 296.092917 118.543003 \nL 347.160641 118.543003 \nL 347.160641 118.543003 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe362fc0c30\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "y2 = y - dtr1.predict(X)\n",
    "dtr2 = DecisionTreeRegressor(max_depth=2)\n",
    "dtr2.fit(X, y2)\n",
    "\n",
    "plt.scatter(X, y2, alpha=0.7)\n",
    "plt.plot(X, dtr2.predict(X), 'r')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "第二轮模型为：$ F_1 = F_0 + f_1 $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:26:05.706121</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m2b3fa00108\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#peb484ba94d)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#m2b3fa00108\" y=\"16.994448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#m2b3fa00108\" y=\"30.341711\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#m2b3fa00108\" y=\"22.600973\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#m2b3fa00108\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#m2b3fa00108\" y=\"43.283348\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#m2b3fa00108\" y=\"47.017136\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#m2b3fa00108\" y=\"23.854027\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#m2b3fa00108\" y=\"39.49847\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#m2b3fa00108\" y=\"61.382968\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#m2b3fa00108\" y=\"49.922045\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#m2b3fa00108\" y=\"68.281279\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#m2b3fa00108\" y=\"71.729476\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#m2b3fa00108\" y=\"64.613834\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#m2b3fa00108\" y=\"99.826099\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#m2b3fa00108\" y=\"100.29163\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#m2b3fa00108\" y=\"86.281312\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#m2b3fa00108\" y=\"96.098156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#m2b3fa00108\" y=\"79.546754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#m2b3fa00108\" y=\"100.681131\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#m2b3fa00108\" y=\"111.133423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#m2b3fa00108\" y=\"71.463737\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#m2b3fa00108\" y=\"99.383167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#m2b3fa00108\" y=\"97.868448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#m2b3fa00108\" y=\"122.733108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#m2b3fa00108\" y=\"112.421188\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#m2b3fa00108\" y=\"105.387586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#m2b3fa00108\" y=\"126.682095\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#m2b3fa00108\" y=\"106.642301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#m2b3fa00108\" y=\"123.602567\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#m2b3fa00108\" y=\"121.482914\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#m2b3fa00108\" y=\"128.472616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#m2b3fa00108\" y=\"94.492329\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#m2b3fa00108\" y=\"124.405965\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#m2b3fa00108\" y=\"142.104328\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#m2b3fa00108\" y=\"116.457167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#m2b3fa00108\" y=\"148.840058\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#m2b3fa00108\" y=\"129.755876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#m2b3fa00108\" y=\"163.884657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#m2b3fa00108\" y=\"156.510229\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#m2b3fa00108\" y=\"135.854657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#m2b3fa00108\" y=\"129.704055\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#m2b3fa00108\" y=\"139.912727\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#m2b3fa00108\" y=\"145.921885\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#m2b3fa00108\" y=\"150.374247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#m2b3fa00108\" y=\"169.457718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#m2b3fa00108\" y=\"159.826983\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#m2b3fa00108\" y=\"157.536809\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#m2b3fa00108\" y=\"136.562353\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#m2b3fa00108\" y=\"148.564927\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#m2b3fa00108\" y=\"181.137623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#m2b3fa00108\" y=\"151.57461\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#m2b3fa00108\" y=\"163.352941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#m2b3fa00108\" y=\"168.900066\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#m2b3fa00108\" y=\"150.997944\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#m2b3fa00108\" y=\"145.910731\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#m2b3fa00108\" y=\"148.453786\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#m2b3fa00108\" y=\"175.676746\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#m2b3fa00108\" y=\"168.791031\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#m2b3fa00108\" y=\"160.216629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#m2b3fa00108\" y=\"151.532542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#m2b3fa00108\" y=\"173.867528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#m2b3fa00108\" y=\"170.269301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#m2b3fa00108\" y=\"184.591926\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#m2b3fa00108\" y=\"186.562455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#m2b3fa00108\" y=\"157.413101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#m2b3fa00108\" y=\"149.897699\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#m2b3fa00108\" y=\"171.520789\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#m2b3fa00108\" y=\"156.02581\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#m2b3fa00108\" y=\"165.901488\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#m2b3fa00108\" y=\"181.124987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#m2b3fa00108\" y=\"166.491824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#m2b3fa00108\" y=\"149.286875\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#m2b3fa00108\" y=\"172.745469\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#m2b3fa00108\" y=\"149.159715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#m2b3fa00108\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#m2b3fa00108\" y=\"160.208175\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#m2b3fa00108\" y=\"171.033213\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#m2b3fa00108\" y=\"176.641455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#m2b3fa00108\" y=\"170.696717\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#m2b3fa00108\" y=\"201.264555\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#m2b3fa00108\" y=\"174.826899\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#m2b3fa00108\" y=\"165.968451\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#m2b3fa00108\" y=\"149.003638\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#m2b3fa00108\" y=\"178.126969\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#m2b3fa00108\" y=\"181.943181\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#m2b3fa00108\" y=\"176.868995\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#m2b3fa00108\" y=\"155.303403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#m2b3fa00108\" y=\"163.34773\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#m2b3fa00108\" y=\"175.36318\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#m2b3fa00108\" y=\"159.175987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#m2b3fa00108\" y=\"164.536876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#m2b3fa00108\" y=\"150.781195\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#m2b3fa00108\" y=\"174.606421\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#m2b3fa00108\" y=\"168.103972\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#m2b3fa00108\" y=\"168.044471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#m2b3fa00108\" y=\"182.838101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#m2b3fa00108\" y=\"155.669255\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#m2b3fa00108\" y=\"155.014785\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#m2b3fa00108\" y=\"157.576706\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#m2b3fa00108\" y=\"159.844858\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#m2b3fa00108\" y=\"175.990923\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#m2b3fa00108\" y=\"159.87865\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#m2b3fa00108\" y=\"157.284738\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#m2b3fa00108\" y=\"162.59423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#m2b3fa00108\" y=\"151.558402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#m2b3fa00108\" y=\"141.589183\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#m2b3fa00108\" y=\"117.994859\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#m2b3fa00108\" y=\"141.625544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#m2b3fa00108\" y=\"138.636936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#m2b3fa00108\" y=\"141.737948\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#m2b3fa00108\" y=\"167.173273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#m2b3fa00108\" y=\"137.241016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#m2b3fa00108\" y=\"133.983204\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#m2b3fa00108\" y=\"96.383342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#m2b3fa00108\" y=\"133.614987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#m2b3fa00108\" y=\"124.169718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#m2b3fa00108\" y=\"126.960432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#m2b3fa00108\" y=\"141.506603\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#m2b3fa00108\" y=\"104.994701\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#m2b3fa00108\" y=\"108.434106\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#m2b3fa00108\" y=\"105.45486\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#m2b3fa00108\" y=\"128.173108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#m2b3fa00108\" y=\"91.437753\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#m2b3fa00108\" y=\"130.395646\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#m2b3fa00108\" y=\"98.342123\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#m2b3fa00108\" y=\"71.9362\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#m2b3fa00108\" y=\"116.305283\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#m2b3fa00108\" y=\"107.251246\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#m2b3fa00108\" y=\"94.565721\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#m2b3fa00108\" y=\"100.613532\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#m2b3fa00108\" y=\"113.181622\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#m2b3fa00108\" y=\"86.224293\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#m2b3fa00108\" y=\"99.924431\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#m2b3fa00108\" y=\"74.09399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#m2b3fa00108\" y=\"91.56816\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#m2b3fa00108\" y=\"51.812585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#m2b3fa00108\" y=\"83.097825\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#m2b3fa00108\" y=\"72.963321\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#m2b3fa00108\" y=\"52.792233\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#m2b3fa00108\" y=\"79.642121\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#m2b3fa00108\" y=\"54.586607\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#m2b3fa00108\" y=\"35.082941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#m2b3fa00108\" y=\"74.655402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#m2b3fa00108\" y=\"44.498578\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#m2b3fa00108\" y=\"39.703949\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#m2b3fa00108\" y=\"28.243415\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#m2b3fa00108\" y=\"54.340815\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#m2b3fa00108\" y=\"51.736272\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#m2b3fa00108\" y=\"20.5684\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#m2b3fa00108\" y=\"19.95113\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m56cc3e4f83\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m2aa6f9cdde\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m56cc3e4f83\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m2aa6f9cdde\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"md6a15addba\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"mfdbfd16ea6\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#md6a15addba\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#mfdbfd16ea6\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 201.988678 \nL 362.378823 201.988678 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"ma0bee90ceb\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m78b6a41aac\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 205.447928)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 172.381819 \nL 362.378823 172.381819 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 175.841068)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 142.774959 \nL 362.378823 142.774959 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 146.234209)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 113.1681 \nL 362.378823 113.1681 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 116.627349)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 83.56124 \nL 362.378823 83.56124 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.6}$ -->\n      <g transform=\"translate(11.348744 87.02049)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 53.954381 \nL 362.378823 53.954381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.8}$ -->\n      <g transform=\"translate(11.348744 57.41363)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#peb484ba94d)\" d=\"M 27.578823 24.347521 \nL 362.378823 24.347521 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#ma0bee90ceb\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m78b6a41aac\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{1.0}$ -->\n      <g transform=\"translate(11.348744 27.806771)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m1e6fed2ce2\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"216.792108\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mda22b66710\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"216.792108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"209.390393\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"209.390393\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"194.586964\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"194.586964\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"187.185249\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"187.185249\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"179.783534\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"179.783534\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"164.980104\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"164.980104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"157.578389\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"157.578389\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"150.176674\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"150.176674\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"135.373245\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"135.373245\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"127.97153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"127.97153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"120.569815\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"120.569815\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"105.766385\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"105.766385\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"98.36467\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"98.36467\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"90.962955\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"90.962955\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"76.159526\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"76.159526\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"68.757811\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"68.757811\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"61.356096\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"61.356096\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"46.552666\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"46.552666\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"39.150951\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"39.150951\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"31.749236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"31.749236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"16.945806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"16.945806\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m1e6fed2ce2\" y=\"9.544092\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mda22b66710\" y=\"9.544092\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#peb484ba94d)\" d=\"M 42.797005 20.855192 \nL 48.925131 20.855192 \nL 50.96784 38.413245 \nL 57.095967 38.413245 \nL 59.138676 55.652506 \nL 61.181385 55.652506 \nL 63.224094 68.208196 \nL 67.309512 68.208196 \nL 69.352221 107.611728 \nL 112.249109 107.611728 \nL 114.291818 155.065961 \nL 294.050208 155.065961 \nL 296.092917 95.818782 \nL 316.520006 95.818782 \nL 318.562715 50.911706 \nL 347.160641 50.911706 \nL 347.160641 50.911706 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"line2d_164\">\n    <path clip-path=\"url(#peb484ba94d)\" d=\"M 42.797005 19.545365 \nL 48.925131 19.545365 \nL 50.96784 37.103419 \nL 57.095967 37.103419 \nL 59.138676 54.34268 \nL 61.181385 54.34268 \nL 63.224094 66.89837 \nL 67.309512 66.89837 \nL 69.352221 106.301902 \nL 112.249109 106.301902 \nL 114.291818 153.756134 \nL 155.145998 153.756134 \nL 157.188707 167.807709 \nL 253.196028 167.807709 \nL 255.238737 128.153281 \nL 294.050208 128.153281 \nL 296.092917 95.818782 \nL 316.520006 95.818782 \nL 318.562715 50.911706 \nL 347.160641 50.911706 \nL 347.160641 50.911706 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-opacity:0.8;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 34.578823 216.04 \nL 76.956593 216.04 \nQ 78.956593 216.04 78.956593 214.04 \nL 78.956593 185.826259 \nQ 78.956593 183.826259 76.956593 183.826259 \nL 34.578823 183.826259 \nQ 32.578823 183.826259 32.578823 185.826259 \nL 32.578823 214.04 \nQ 32.578823 216.04 34.578823 216.04 \nz\n\" style=\"fill:#ffffff;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_165\">\n     <path d=\"M 36.578823 191.924697 \nL 56.578823 191.924697 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_166\"/>\n    <g id=\"text_17\">\n     <!-- $F_0$ -->\n     <g transform=\"translate(64.578823 195.424697)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 29.703125 32.109375 \nL 39.296875 32.109375 \nC 46.90625 32.109375 47.5 30.40625 47.5 27.515625 \nC 47.5 26.21875 47.296875 24.828125 46.796875 22.625 \nC 46.59375 22.234375 46.5 21.734375 46.5 21.53125 \nC 46.5 20.828125 46.90625 20.4375 47.59375 20.4375 \nC 48.40625 20.4375 48.5 20.828125 48.90625 22.421875 \nL 54.703125 45.859375 \nC 54.703125 46.265625 54.40625 46.859375 53.703125 46.859375 \nC 52.796875 46.859375 52.703125 46.46875 52.296875 44.734375 \nC 50.203125 37.125 48.203125 35 39.5 35 \nL 30.40625 35 \nL 36.90625 61.34375 \nC 37.796875 64.90625 38 64.90625 42.09375 64.90625 \nL 55.5 64.90625 \nC 68 64.90625 69.796875 61.21875 69.796875 54.125 \nC 69.796875 53.53125 69.796875 51.328125 69.5 48.734375 \nC 69.40625 48.34375 69.203125 47.046875 69.203125 46.640625 \nC 69.203125 45.84375 69.703125 45.546875 70.296875 45.546875 \nC 71 45.546875 71.40625 45.953125 71.59375 47.734375 \nL 73.703125 65.21875 \nC 73.703125 65.546875 73.90625 66.609375 73.90625 66.828125 \nC 73.90625 68 73 68 71.203125 68 \nL 23.796875 68 \nC 21.90625 68 20.90625 68 20.90625 66.078125 \nC 20.90625 64.90625 21.59375 64.90625 23.296875 64.90625 \nC 29.5 64.90625 29.5 64.265625 29.5 63.28125 \nC 29.5 62.78125 29.40625 62.375 29.09375 61.28125 \nL 15.59375 7.390625 \nC 14.703125 3.890625 14.5 2.890625 7.5 2.890625 \nC 5.59375 2.890625 4.59375 2.890625 4.59375 1.09375 \nC 4.59375 0 5.5 0 6.09375 0 \nC 8 0 10 0 11.90625 0 \nL 24.90625 0 \nC 27.09375 0 29.5 0 31.703125 0 \nC 32.59375 0 33.796875 0 33.796875 1.796875 \nC 33.796875 2.890625 33.203125 2.890625 31 2.890625 \nC 23.09375 2.890625 22.90625 3.578125 22.90625 5.0625 \nC 22.90625 5.5625 23.09375 6.34375 23.296875 7.015625 \nz\n\" id=\"CMMI12-70\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-48\"/>\n     </g>\n    </g>\n    <g id=\"line2d_167\">\n     <path d=\"M 36.578823 206.602822 \nL 56.578823 206.602822 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-opacity:0.8;\"/>\n    </g>\n    <g id=\"line2d_168\"/>\n    <g id=\"text_18\">\n     <!-- $F_1$ -->\n     <g transform=\"translate(64.578823 210.102822)scale(0.1 -0.1)\">\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-49\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"peb484ba94d\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "F_0 = dtr1.predict(X)\n",
    "f_1 = dtr2.predict(X)\n",
    "\n",
    "F_1 = F_0 + f_1\n",
    "plt.scatter(X, y, alpha=0.7)\n",
    "plt.plot(X, F_0, 'r', label='$F_0$')\n",
    "plt.plot(X, F_1, 'b', label='$F_1$', alpha=0.8)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "4）使用残差，进行第3轮拟合：$ F_2 = F_0 + f_1 + f_2 $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:26:21.654017</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"mfc384d1e5b\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#p42ff346d7d)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#mfc384d1e5b\" y=\"16.994448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#mfc384d1e5b\" y=\"30.341711\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#mfc384d1e5b\" y=\"22.600973\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#mfc384d1e5b\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#mfc384d1e5b\" y=\"43.283348\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#mfc384d1e5b\" y=\"47.017136\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#mfc384d1e5b\" y=\"23.854027\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#mfc384d1e5b\" y=\"39.49847\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#mfc384d1e5b\" y=\"61.382968\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#mfc384d1e5b\" y=\"49.922045\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#mfc384d1e5b\" y=\"68.281279\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#mfc384d1e5b\" y=\"71.729476\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#mfc384d1e5b\" y=\"64.613834\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#mfc384d1e5b\" y=\"99.826099\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#mfc384d1e5b\" y=\"100.29163\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#mfc384d1e5b\" y=\"86.281312\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#mfc384d1e5b\" y=\"96.098156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#mfc384d1e5b\" y=\"79.546754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#mfc384d1e5b\" y=\"100.681131\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#mfc384d1e5b\" y=\"111.133423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#mfc384d1e5b\" y=\"71.463737\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#mfc384d1e5b\" y=\"99.383167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#mfc384d1e5b\" y=\"97.868448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#mfc384d1e5b\" y=\"122.733108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#mfc384d1e5b\" y=\"112.421188\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#mfc384d1e5b\" y=\"105.387586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#mfc384d1e5b\" y=\"126.682095\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#mfc384d1e5b\" y=\"106.642301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#mfc384d1e5b\" y=\"123.602567\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#mfc384d1e5b\" y=\"121.482914\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#mfc384d1e5b\" y=\"128.472616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#mfc384d1e5b\" y=\"94.492329\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#mfc384d1e5b\" y=\"124.405965\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#mfc384d1e5b\" y=\"142.104328\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#mfc384d1e5b\" y=\"116.457167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#mfc384d1e5b\" y=\"148.840058\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#mfc384d1e5b\" y=\"129.755876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#mfc384d1e5b\" y=\"163.884657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#mfc384d1e5b\" y=\"156.510229\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#mfc384d1e5b\" y=\"135.854657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#mfc384d1e5b\" y=\"129.704055\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#mfc384d1e5b\" y=\"139.912727\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#mfc384d1e5b\" y=\"145.921885\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#mfc384d1e5b\" y=\"150.374247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#mfc384d1e5b\" y=\"169.457718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#mfc384d1e5b\" y=\"159.826983\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#mfc384d1e5b\" y=\"157.536809\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#mfc384d1e5b\" y=\"136.562353\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#mfc384d1e5b\" y=\"148.564927\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#mfc384d1e5b\" y=\"181.137623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#mfc384d1e5b\" y=\"151.57461\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#mfc384d1e5b\" y=\"163.352941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#mfc384d1e5b\" y=\"168.900066\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#mfc384d1e5b\" y=\"150.997944\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#mfc384d1e5b\" y=\"145.910731\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#mfc384d1e5b\" y=\"148.453786\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#mfc384d1e5b\" y=\"175.676746\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#mfc384d1e5b\" y=\"168.791031\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#mfc384d1e5b\" y=\"160.216629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#mfc384d1e5b\" y=\"151.532542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#mfc384d1e5b\" y=\"173.867528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#mfc384d1e5b\" y=\"170.269301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#mfc384d1e5b\" y=\"184.591926\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#mfc384d1e5b\" y=\"186.562455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#mfc384d1e5b\" y=\"157.413101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#mfc384d1e5b\" y=\"149.897699\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#mfc384d1e5b\" y=\"171.520789\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#mfc384d1e5b\" y=\"156.02581\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#mfc384d1e5b\" y=\"165.901488\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#mfc384d1e5b\" y=\"181.124987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#mfc384d1e5b\" y=\"166.491824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#mfc384d1e5b\" y=\"149.286875\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#mfc384d1e5b\" y=\"172.745469\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#mfc384d1e5b\" y=\"149.159715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#mfc384d1e5b\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#mfc384d1e5b\" y=\"160.208175\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#mfc384d1e5b\" y=\"171.033213\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#mfc384d1e5b\" y=\"176.641455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#mfc384d1e5b\" y=\"170.696717\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#mfc384d1e5b\" y=\"201.264555\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#mfc384d1e5b\" y=\"174.826899\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#mfc384d1e5b\" y=\"165.968451\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#mfc384d1e5b\" y=\"149.003638\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#mfc384d1e5b\" y=\"178.126969\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#mfc384d1e5b\" y=\"181.943181\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#mfc384d1e5b\" y=\"176.868995\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#mfc384d1e5b\" y=\"155.303403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#mfc384d1e5b\" y=\"163.34773\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#mfc384d1e5b\" y=\"175.36318\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#mfc384d1e5b\" y=\"159.175987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#mfc384d1e5b\" y=\"164.536876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#mfc384d1e5b\" y=\"150.781195\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#mfc384d1e5b\" y=\"174.606421\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#mfc384d1e5b\" y=\"168.103972\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#mfc384d1e5b\" y=\"168.044471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#mfc384d1e5b\" y=\"182.838101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#mfc384d1e5b\" y=\"155.669255\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#mfc384d1e5b\" y=\"155.014785\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#mfc384d1e5b\" y=\"157.576706\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#mfc384d1e5b\" y=\"159.844858\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#mfc384d1e5b\" y=\"175.990923\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#mfc384d1e5b\" y=\"159.87865\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#mfc384d1e5b\" y=\"157.284738\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#mfc384d1e5b\" y=\"162.59423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#mfc384d1e5b\" y=\"151.558402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#mfc384d1e5b\" y=\"141.589183\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#mfc384d1e5b\" y=\"117.994859\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#mfc384d1e5b\" y=\"141.625544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#mfc384d1e5b\" y=\"138.636936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#mfc384d1e5b\" y=\"141.737948\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#mfc384d1e5b\" y=\"167.173273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#mfc384d1e5b\" y=\"137.241016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#mfc384d1e5b\" y=\"133.983204\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#mfc384d1e5b\" y=\"96.383342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#mfc384d1e5b\" y=\"133.614987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#mfc384d1e5b\" y=\"124.169718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#mfc384d1e5b\" y=\"126.960432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#mfc384d1e5b\" y=\"141.506603\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#mfc384d1e5b\" y=\"104.994701\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#mfc384d1e5b\" y=\"108.434106\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#mfc384d1e5b\" y=\"105.45486\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#mfc384d1e5b\" y=\"128.173108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#mfc384d1e5b\" y=\"91.437753\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#mfc384d1e5b\" y=\"130.395646\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#mfc384d1e5b\" y=\"98.342123\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#mfc384d1e5b\" y=\"71.9362\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#mfc384d1e5b\" y=\"116.305283\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#mfc384d1e5b\" y=\"107.251246\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#mfc384d1e5b\" y=\"94.565721\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#mfc384d1e5b\" y=\"100.613532\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#mfc384d1e5b\" y=\"113.181622\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#mfc384d1e5b\" y=\"86.224293\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#mfc384d1e5b\" y=\"99.924431\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#mfc384d1e5b\" y=\"74.09399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#mfc384d1e5b\" y=\"91.56816\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#mfc384d1e5b\" y=\"51.812585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#mfc384d1e5b\" y=\"83.097825\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#mfc384d1e5b\" y=\"72.963321\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#mfc384d1e5b\" y=\"52.792233\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#mfc384d1e5b\" y=\"79.642121\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#mfc384d1e5b\" y=\"54.586607\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#mfc384d1e5b\" y=\"35.082941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#mfc384d1e5b\" y=\"74.655402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#mfc384d1e5b\" y=\"44.498578\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#mfc384d1e5b\" y=\"39.703949\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#mfc384d1e5b\" y=\"28.243415\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#mfc384d1e5b\" y=\"54.340815\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#mfc384d1e5b\" y=\"51.736272\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#mfc384d1e5b\" y=\"20.5684\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#mfc384d1e5b\" y=\"19.95113\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"mc8d8e06bb2\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"me273e7c6cf\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#mc8d8e06bb2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#me273e7c6cf\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"me035b20d82\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m6fc9ccc6b5\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#me035b20d82\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m6fc9ccc6b5\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 201.988678 \nL 362.378823 201.988678 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m18a861af92\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m432ab4ea87\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 205.447928)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 172.381819 \nL 362.378823 172.381819 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 175.841068)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 142.774959 \nL 362.378823 142.774959 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 146.234209)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 113.1681 \nL 362.378823 113.1681 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 116.627349)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 83.56124 \nL 362.378823 83.56124 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.6}$ -->\n      <g transform=\"translate(11.348744 87.02049)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 53.954381 \nL 362.378823 53.954381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.8}$ -->\n      <g transform=\"translate(11.348744 57.41363)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#p42ff346d7d)\" d=\"M 27.578823 24.347521 \nL 362.378823 24.347521 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m18a861af92\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m432ab4ea87\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{1.0}$ -->\n      <g transform=\"translate(11.348744 27.806771)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m06218906a0\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"216.792108\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mc3721a3098\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"216.792108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"209.390393\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"209.390393\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"194.586964\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"194.586964\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"187.185249\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"187.185249\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"179.783534\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"179.783534\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"164.980104\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"164.980104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"157.578389\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"157.578389\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"150.176674\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"150.176674\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"135.373245\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"135.373245\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"127.97153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"127.97153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"120.569815\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"120.569815\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"105.766385\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"105.766385\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"98.36467\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"98.36467\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"90.962955\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"90.962955\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"76.159526\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"76.159526\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"68.757811\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"68.757811\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"61.356096\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"61.356096\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"46.552666\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"46.552666\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"39.150951\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"39.150951\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"31.749236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"31.749236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"16.945806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"16.945806\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m06218906a0\" y=\"9.544092\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc3721a3098\" y=\"9.544092\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#p42ff346d7d)\" d=\"M 42.797005 20.855192 \nL 48.925131 20.855192 \nL 50.96784 38.413245 \nL 57.095967 38.413245 \nL 59.138676 55.652506 \nL 61.181385 55.652506 \nL 63.224094 68.208196 \nL 67.309512 68.208196 \nL 69.352221 107.611728 \nL 112.249109 107.611728 \nL 114.291818 155.065961 \nL 294.050208 155.065961 \nL 296.092917 95.818782 \nL 316.520006 95.818782 \nL 318.562715 50.911706 \nL 347.160641 50.911706 \nL 347.160641 50.911706 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"line2d_164\">\n    <path clip-path=\"url(#p42ff346d7d)\" d=\"M 42.797005 19.545365 \nL 48.925131 19.545365 \nL 50.96784 37.103419 \nL 57.095967 37.103419 \nL 59.138676 54.34268 \nL 61.181385 54.34268 \nL 63.224094 66.89837 \nL 67.309512 66.89837 \nL 69.352221 106.301902 \nL 112.249109 106.301902 \nL 114.291818 153.756134 \nL 155.145998 153.756134 \nL 157.188707 167.807709 \nL 253.196028 167.807709 \nL 255.238737 128.153281 \nL 294.050208 128.153281 \nL 296.092917 95.818782 \nL 316.520006 95.818782 \nL 318.562715 50.911706 \nL 347.160641 50.911706 \nL 347.160641 50.911706 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"line2d_165\">\n    <path clip-path=\"url(#p42ff346d7d)\" d=\"M 42.797005 15.048956 \nL 48.925131 15.048956 \nL 50.96784 32.607009 \nL 57.095967 32.607009 \nL 59.138676 49.84627 \nL 61.181385 49.84627 \nL 63.224094 62.401961 \nL 67.309512 62.401961 \nL 69.352221 101.805492 \nL 87.736602 101.805492 \nL 89.779311 107.619672 \nL 112.249109 107.619672 \nL 114.291818 155.073904 \nL 155.145998 155.073904 \nL 157.188707 169.125479 \nL 253.196028 169.125479 \nL 255.238737 129.471051 \nL 294.050208 129.471051 \nL 296.092917 97.136552 \nL 316.520006 97.136552 \nL 318.562715 52.229477 \nL 343.075223 52.229477 \nL 345.117932 20.5684 \nL 347.160641 19.95113 \nL 347.160641 19.95113 \n\" style=\"fill:none;stroke:#bf00bf;stroke-linecap:square;stroke-opacity:0.8;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 34.578823 216.04 \nL 76.956593 216.04 \nQ 78.956593 216.04 78.956593 214.04 \nL 78.956593 171.148134 \nQ 78.956593 169.148134 76.956593 169.148134 \nL 34.578823 169.148134 \nQ 32.578823 169.148134 32.578823 171.148134 \nL 32.578823 214.04 \nQ 32.578823 216.04 34.578823 216.04 \nz\n\" style=\"fill:#ffffff;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_166\">\n     <path d=\"M 36.578823 177.246572 \nL 56.578823 177.246572 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_167\"/>\n    <g id=\"text_17\">\n     <!-- $F_0$ -->\n     <g transform=\"translate(64.578823 180.746572)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 29.703125 32.109375 \nL 39.296875 32.109375 \nC 46.90625 32.109375 47.5 30.40625 47.5 27.515625 \nC 47.5 26.21875 47.296875 24.828125 46.796875 22.625 \nC 46.59375 22.234375 46.5 21.734375 46.5 21.53125 \nC 46.5 20.828125 46.90625 20.4375 47.59375 20.4375 \nC 48.40625 20.4375 48.5 20.828125 48.90625 22.421875 \nL 54.703125 45.859375 \nC 54.703125 46.265625 54.40625 46.859375 53.703125 46.859375 \nC 52.796875 46.859375 52.703125 46.46875 52.296875 44.734375 \nC 50.203125 37.125 48.203125 35 39.5 35 \nL 30.40625 35 \nL 36.90625 61.34375 \nC 37.796875 64.90625 38 64.90625 42.09375 64.90625 \nL 55.5 64.90625 \nC 68 64.90625 69.796875 61.21875 69.796875 54.125 \nC 69.796875 53.53125 69.796875 51.328125 69.5 48.734375 \nC 69.40625 48.34375 69.203125 47.046875 69.203125 46.640625 \nC 69.203125 45.84375 69.703125 45.546875 70.296875 45.546875 \nC 71 45.546875 71.40625 45.953125 71.59375 47.734375 \nL 73.703125 65.21875 \nC 73.703125 65.546875 73.90625 66.609375 73.90625 66.828125 \nC 73.90625 68 73 68 71.203125 68 \nL 23.796875 68 \nC 21.90625 68 20.90625 68 20.90625 66.078125 \nC 20.90625 64.90625 21.59375 64.90625 23.296875 64.90625 \nC 29.5 64.90625 29.5 64.265625 29.5 63.28125 \nC 29.5 62.78125 29.40625 62.375 29.09375 61.28125 \nL 15.59375 7.390625 \nC 14.703125 3.890625 14.5 2.890625 7.5 2.890625 \nC 5.59375 2.890625 4.59375 2.890625 4.59375 1.09375 \nC 4.59375 0 5.5 0 6.09375 0 \nC 8 0 10 0 11.90625 0 \nL 24.90625 0 \nC 27.09375 0 29.5 0 31.703125 0 \nC 32.59375 0 33.796875 0 33.796875 1.796875 \nC 33.796875 2.890625 33.203125 2.890625 31 2.890625 \nC 23.09375 2.890625 22.90625 3.578125 22.90625 5.0625 \nC 22.90625 5.5625 23.09375 6.34375 23.296875 7.015625 \nz\n\" id=\"CMMI12-70\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-48\"/>\n     </g>\n    </g>\n    <g id=\"line2d_168\">\n     <path d=\"M 36.578823 191.924697 \nL 56.578823 191.924697 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_169\"/>\n    <g id=\"text_18\">\n     <!-- $F_1$ -->\n     <g transform=\"translate(64.578823 195.424697)scale(0.1 -0.1)\">\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-49\"/>\n     </g>\n    </g>\n    <g id=\"line2d_170\">\n     <path d=\"M 36.578823 206.602822 \nL 56.578823 206.602822 \n\" style=\"fill:none;stroke:#bf00bf;stroke-linecap:square;stroke-opacity:0.8;\"/>\n    </g>\n    <g id=\"line2d_171\"/>\n    <g id=\"text_19\">\n     <!-- $F_2$ -->\n     <g transform=\"translate(64.578823 210.102822)scale(0.1 -0.1)\">\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-70\"/>\n      <use transform=\"translate(63.148204 -14.943915)scale(0.697382)\" xlink:href=\"#CMR17-50\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p42ff346d7d\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "\n",
    "\n",
    "y3 = y2 - dtr2.predict(X)\n",
    "dtr3 = DecisionTreeRegressor(max_depth=2)\n",
    "dtr3.fit(X, y3)\n",
    "\n",
    "f_2 = dtr3.predict(X)\n",
    "F_2 = F_0 + f_1 + f_2\n",
    "\n",
    "plt.scatter(X, y, alpha=0.7)\n",
    "plt.plot(X, F_0, 'r', label='$F_0$')\n",
    "plt.plot(X, F_1, 'b', label='$F_1$')\n",
    "plt.plot(X, F_2, 'm', label='$F_2$', alpha=0.8)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "使用 GradientBoostingRegressor 将得到类似的结果\n",
    "\n",
    "> 可以关注下sklearn 0.21 引入的新的梯度提升树直方图算法"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"236.995677pt\" version=\"1.1\" viewBox=\"0 0 365.978823 236.995677\" width=\"365.978823pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:26:23.213551</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 236.995677 \nL 365.978823 236.995677 \nL 365.978823 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \nL 362.378823 3.6 \nL 27.578823 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"mc45c78f9a0\" style=\"stroke:#332288;stroke-opacity:0.7;\"/>\n    </defs>\n    <g clip-path=\"url(#pffb19f92e8)\">\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"42.797005\" xlink:href=\"#mc45c78f9a0\" y=\"16.994448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"44.839713\" xlink:href=\"#mc45c78f9a0\" y=\"30.341711\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"46.882422\" xlink:href=\"#mc45c78f9a0\" y=\"22.600973\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"48.925131\" xlink:href=\"#mc45c78f9a0\" y=\"13.483636\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"50.96784\" xlink:href=\"#mc45c78f9a0\" y=\"43.283348\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"53.010549\" xlink:href=\"#mc45c78f9a0\" y=\"47.017136\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"55.053258\" xlink:href=\"#mc45c78f9a0\" y=\"23.854027\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"57.095967\" xlink:href=\"#mc45c78f9a0\" y=\"39.49847\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"59.138676\" xlink:href=\"#mc45c78f9a0\" y=\"61.382968\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"61.181385\" xlink:href=\"#mc45c78f9a0\" y=\"49.922045\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"63.224094\" xlink:href=\"#mc45c78f9a0\" y=\"68.281279\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"65.266803\" xlink:href=\"#mc45c78f9a0\" y=\"71.729476\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"67.309512\" xlink:href=\"#mc45c78f9a0\" y=\"64.613834\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"69.352221\" xlink:href=\"#mc45c78f9a0\" y=\"99.826099\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"71.39493\" xlink:href=\"#mc45c78f9a0\" y=\"100.29163\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"73.437639\" xlink:href=\"#mc45c78f9a0\" y=\"86.281312\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"75.480348\" xlink:href=\"#mc45c78f9a0\" y=\"96.098156\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"77.523057\" xlink:href=\"#mc45c78f9a0\" y=\"79.546754\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"79.565766\" xlink:href=\"#mc45c78f9a0\" y=\"100.681131\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"81.608475\" xlink:href=\"#mc45c78f9a0\" y=\"111.133423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"83.651184\" xlink:href=\"#mc45c78f9a0\" y=\"71.463737\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"85.693893\" xlink:href=\"#mc45c78f9a0\" y=\"99.383167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"87.736602\" xlink:href=\"#mc45c78f9a0\" y=\"97.868448\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"89.779311\" xlink:href=\"#mc45c78f9a0\" y=\"122.733108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"91.82202\" xlink:href=\"#mc45c78f9a0\" y=\"112.421188\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"93.864729\" xlink:href=\"#mc45c78f9a0\" y=\"105.387586\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"95.907438\" xlink:href=\"#mc45c78f9a0\" y=\"126.682095\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"97.950147\" xlink:href=\"#mc45c78f9a0\" y=\"106.642301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"99.992856\" xlink:href=\"#mc45c78f9a0\" y=\"123.602567\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"102.035565\" xlink:href=\"#mc45c78f9a0\" y=\"121.482914\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"104.078274\" xlink:href=\"#mc45c78f9a0\" y=\"128.472616\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"106.120983\" xlink:href=\"#mc45c78f9a0\" y=\"94.492329\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"108.163692\" xlink:href=\"#mc45c78f9a0\" y=\"124.405965\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"110.2064\" xlink:href=\"#mc45c78f9a0\" y=\"142.104328\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"112.249109\" xlink:href=\"#mc45c78f9a0\" y=\"116.457167\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"114.291818\" xlink:href=\"#mc45c78f9a0\" y=\"148.840058\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"116.334527\" xlink:href=\"#mc45c78f9a0\" y=\"129.755876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"118.377236\" xlink:href=\"#mc45c78f9a0\" y=\"163.884657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"120.419945\" xlink:href=\"#mc45c78f9a0\" y=\"156.510229\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"122.462654\" xlink:href=\"#mc45c78f9a0\" y=\"135.854657\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"124.505363\" xlink:href=\"#mc45c78f9a0\" y=\"129.704055\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"126.548072\" xlink:href=\"#mc45c78f9a0\" y=\"139.912727\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"128.590781\" xlink:href=\"#mc45c78f9a0\" y=\"145.921885\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"130.63349\" xlink:href=\"#mc45c78f9a0\" y=\"150.374247\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"132.676199\" xlink:href=\"#mc45c78f9a0\" y=\"169.457718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"134.718908\" xlink:href=\"#mc45c78f9a0\" y=\"159.826983\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"136.761617\" xlink:href=\"#mc45c78f9a0\" y=\"157.536809\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"138.804326\" xlink:href=\"#mc45c78f9a0\" y=\"136.562353\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"140.847035\" xlink:href=\"#mc45c78f9a0\" y=\"148.564927\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"142.889744\" xlink:href=\"#mc45c78f9a0\" y=\"181.137623\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"144.932453\" xlink:href=\"#mc45c78f9a0\" y=\"151.57461\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"146.975162\" xlink:href=\"#mc45c78f9a0\" y=\"163.352941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"149.017871\" xlink:href=\"#mc45c78f9a0\" y=\"168.900066\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"151.06058\" xlink:href=\"#mc45c78f9a0\" y=\"150.997944\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"153.103289\" xlink:href=\"#mc45c78f9a0\" y=\"145.910731\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"155.145998\" xlink:href=\"#mc45c78f9a0\" y=\"148.453786\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"157.188707\" xlink:href=\"#mc45c78f9a0\" y=\"175.676746\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"159.231416\" xlink:href=\"#mc45c78f9a0\" y=\"168.791031\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"161.274125\" xlink:href=\"#mc45c78f9a0\" y=\"160.216629\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"163.316834\" xlink:href=\"#mc45c78f9a0\" y=\"151.532542\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"165.359543\" xlink:href=\"#mc45c78f9a0\" y=\"173.867528\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"167.402252\" xlink:href=\"#mc45c78f9a0\" y=\"170.269301\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"169.444961\" xlink:href=\"#mc45c78f9a0\" y=\"184.591926\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"171.48767\" xlink:href=\"#mc45c78f9a0\" y=\"186.562455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"173.530379\" xlink:href=\"#mc45c78f9a0\" y=\"157.413101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"175.573087\" xlink:href=\"#mc45c78f9a0\" y=\"149.897699\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"177.615796\" xlink:href=\"#mc45c78f9a0\" y=\"171.520789\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"179.658505\" xlink:href=\"#mc45c78f9a0\" y=\"156.02581\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"181.701214\" xlink:href=\"#mc45c78f9a0\" y=\"165.901488\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"183.743923\" xlink:href=\"#mc45c78f9a0\" y=\"181.124987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"185.786632\" xlink:href=\"#mc45c78f9a0\" y=\"166.491824\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"187.829341\" xlink:href=\"#mc45c78f9a0\" y=\"149.286875\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"189.87205\" xlink:href=\"#mc45c78f9a0\" y=\"172.745469\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"191.914759\" xlink:href=\"#mc45c78f9a0\" y=\"149.159715\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"193.957468\" xlink:href=\"#mc45c78f9a0\" y=\"211.156364\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"196.000177\" xlink:href=\"#mc45c78f9a0\" y=\"160.208175\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"198.042886\" xlink:href=\"#mc45c78f9a0\" y=\"171.033213\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"200.085595\" xlink:href=\"#mc45c78f9a0\" y=\"176.641455\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"202.128304\" xlink:href=\"#mc45c78f9a0\" y=\"170.696717\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"204.171013\" xlink:href=\"#mc45c78f9a0\" y=\"201.264555\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"206.213722\" xlink:href=\"#mc45c78f9a0\" y=\"174.826899\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"208.256431\" xlink:href=\"#mc45c78f9a0\" y=\"165.968451\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"210.29914\" xlink:href=\"#mc45c78f9a0\" y=\"149.003638\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"212.341849\" xlink:href=\"#mc45c78f9a0\" y=\"178.126969\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"214.384558\" xlink:href=\"#mc45c78f9a0\" y=\"181.943181\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"216.427267\" xlink:href=\"#mc45c78f9a0\" y=\"176.868995\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"218.469976\" xlink:href=\"#mc45c78f9a0\" y=\"155.303403\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"220.512685\" xlink:href=\"#mc45c78f9a0\" y=\"163.34773\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"222.555394\" xlink:href=\"#mc45c78f9a0\" y=\"175.36318\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"224.598103\" xlink:href=\"#mc45c78f9a0\" y=\"159.175987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"226.640812\" xlink:href=\"#mc45c78f9a0\" y=\"164.536876\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"228.683521\" xlink:href=\"#mc45c78f9a0\" y=\"150.781195\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"230.72623\" xlink:href=\"#mc45c78f9a0\" y=\"174.606421\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"232.768939\" xlink:href=\"#mc45c78f9a0\" y=\"168.103972\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"234.811648\" xlink:href=\"#mc45c78f9a0\" y=\"168.044471\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"236.854357\" xlink:href=\"#mc45c78f9a0\" y=\"182.838101\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"238.897066\" xlink:href=\"#mc45c78f9a0\" y=\"155.669255\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"240.939775\" xlink:href=\"#mc45c78f9a0\" y=\"155.014785\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"242.982483\" xlink:href=\"#mc45c78f9a0\" y=\"157.576706\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"245.025192\" xlink:href=\"#mc45c78f9a0\" y=\"159.844858\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"247.067901\" xlink:href=\"#mc45c78f9a0\" y=\"175.990923\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"249.11061\" xlink:href=\"#mc45c78f9a0\" y=\"159.87865\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"251.153319\" xlink:href=\"#mc45c78f9a0\" y=\"157.284738\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"253.196028\" xlink:href=\"#mc45c78f9a0\" y=\"162.59423\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"255.238737\" xlink:href=\"#mc45c78f9a0\" y=\"151.558402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"257.281446\" xlink:href=\"#mc45c78f9a0\" y=\"141.589183\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"259.324155\" xlink:href=\"#mc45c78f9a0\" y=\"117.994859\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"261.366864\" xlink:href=\"#mc45c78f9a0\" y=\"141.625544\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"263.409573\" xlink:href=\"#mc45c78f9a0\" y=\"138.636936\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"265.452282\" xlink:href=\"#mc45c78f9a0\" y=\"141.737948\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"267.494991\" xlink:href=\"#mc45c78f9a0\" y=\"167.173273\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"269.5377\" xlink:href=\"#mc45c78f9a0\" y=\"137.241016\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"271.580409\" xlink:href=\"#mc45c78f9a0\" y=\"133.983204\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"273.623118\" xlink:href=\"#mc45c78f9a0\" y=\"96.383342\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"275.665827\" xlink:href=\"#mc45c78f9a0\" y=\"133.614987\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"277.708536\" xlink:href=\"#mc45c78f9a0\" y=\"124.169718\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"279.751245\" xlink:href=\"#mc45c78f9a0\" y=\"126.960432\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"281.793954\" xlink:href=\"#mc45c78f9a0\" y=\"141.506603\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"283.836663\" xlink:href=\"#mc45c78f9a0\" y=\"104.994701\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"285.879372\" xlink:href=\"#mc45c78f9a0\" y=\"108.434106\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"287.922081\" xlink:href=\"#mc45c78f9a0\" y=\"105.45486\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"289.96479\" xlink:href=\"#mc45c78f9a0\" y=\"128.173108\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"292.007499\" xlink:href=\"#mc45c78f9a0\" y=\"91.437753\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"294.050208\" xlink:href=\"#mc45c78f9a0\" y=\"130.395646\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"296.092917\" xlink:href=\"#mc45c78f9a0\" y=\"98.342123\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"298.135626\" xlink:href=\"#mc45c78f9a0\" y=\"71.9362\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"300.178335\" xlink:href=\"#mc45c78f9a0\" y=\"116.305283\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"302.221044\" xlink:href=\"#mc45c78f9a0\" y=\"107.251246\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"304.263753\" xlink:href=\"#mc45c78f9a0\" y=\"94.565721\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"306.306462\" xlink:href=\"#mc45c78f9a0\" y=\"100.613532\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"308.34917\" xlink:href=\"#mc45c78f9a0\" y=\"113.181622\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"310.391879\" xlink:href=\"#mc45c78f9a0\" y=\"86.224293\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"312.434588\" xlink:href=\"#mc45c78f9a0\" y=\"99.924431\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"314.477297\" xlink:href=\"#mc45c78f9a0\" y=\"74.09399\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"316.520006\" xlink:href=\"#mc45c78f9a0\" y=\"91.56816\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"318.562715\" xlink:href=\"#mc45c78f9a0\" y=\"51.812585\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"320.605424\" xlink:href=\"#mc45c78f9a0\" y=\"83.097825\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"322.648133\" xlink:href=\"#mc45c78f9a0\" y=\"72.963321\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"324.690842\" xlink:href=\"#mc45c78f9a0\" y=\"52.792233\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"326.733551\" xlink:href=\"#mc45c78f9a0\" y=\"79.642121\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"328.77626\" xlink:href=\"#mc45c78f9a0\" y=\"54.586607\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"330.818969\" xlink:href=\"#mc45c78f9a0\" y=\"35.082941\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"332.861678\" xlink:href=\"#mc45c78f9a0\" y=\"74.655402\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"334.904387\" xlink:href=\"#mc45c78f9a0\" y=\"44.498578\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"336.947096\" xlink:href=\"#mc45c78f9a0\" y=\"39.703949\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"338.989805\" xlink:href=\"#mc45c78f9a0\" y=\"28.243415\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"341.032514\" xlink:href=\"#mc45c78f9a0\" y=\"54.340815\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"343.075223\" xlink:href=\"#mc45c78f9a0\" y=\"51.736272\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"345.117932\" xlink:href=\"#mc45c78f9a0\" y=\"20.5684\"/>\n     <use style=\"fill:#332288;fill-opacity:0.7;stroke:#332288;stroke-opacity:0.7;\" x=\"347.160641\" xlink:href=\"#mc45c78f9a0\" y=\"19.95113\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 42.797005 221.04 \nL 42.797005 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m4259c348be\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m539c195cf3\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.797005\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{−1.00}$ -->\n      <g transform=\"translate(30.066926 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 65.90625 23 \nC 67.59375 23 69.40625 23 69.40625 25 \nC 69.40625 27 67.59375 27 65.90625 27 \nL 11.796875 27 \nC 10.09375 27 8.296875 27 8.296875 25 \nC 8.296875 23 10.09375 23 11.796875 23 \nz\n\" id=\"CMSY10-0\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 80.842459 221.04 \nL 80.842459 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.842459\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{−0.75}$ -->\n      <g transform=\"translate(68.11238 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 118.887914 221.04 \nL 118.887914 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"118.887914\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{−0.50}$ -->\n      <g transform=\"translate(106.157835 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 156.933368 221.04 \nL 156.933368 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.933368\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{−0.25}$ -->\n      <g transform=\"translate(144.203289 231.458498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(195.965599 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 194.978823 221.04 \nL 194.978823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"194.978823\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{0.00}$ -->\n      <g transform=\"translate(186.123116 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 233.024277 221.04 \nL 233.024277 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"233.024277\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0.25}$ -->\n      <g transform=\"translate(224.16857 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 271.069732 221.04 \nL 271.069732 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.069732\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0.50}$ -->\n      <g transform=\"translate(262.214025 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 309.115186 221.04 \nL 309.115186 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.115186\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.75}$ -->\n      <g transform=\"translate(300.259479 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 347.160641 221.04 \nL 347.160641 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m4259c348be\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"347.160641\" xlink:href=\"#m539c195cf3\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{1.00}$ -->\n      <g transform=\"translate(338.304934 231.458498)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_28\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m543eac2b77\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_29\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m03c7e70248\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"35.187914\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.406095\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.015186\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"65.624277\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"73.233368\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"88.45155\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"96.060641\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"103.669732\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"111.278823\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.497005\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.106095\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"141.715186\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"149.324277\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.542459\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"172.15155\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"179.760641\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"187.369732\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.587914\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.197005\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"217.806095\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"225.415186\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.633368\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.242459\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.85155\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"263.460641\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.678823\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"286.287914\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.897005\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.506095\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.724277\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"324.333368\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"331.942459\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.55155\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m543eac2b77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"354.769732\" xlink:href=\"#m03c7e70248\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_98\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 201.988678 \nL 362.378823 201.988678 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_99\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"mb9883d84a7\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"mc480945b91\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"201.988678\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{−0.2}$ -->\n      <g transform=\"translate(3.6 205.447928)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMSY10-0\"/>\n       <use transform=\"translate(77.487468 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(123.177945 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(150.275122 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_101\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 172.381819 \nL 362.378823 172.381819 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"172.381819\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.0}$ -->\n      <g transform=\"translate(11.348744 175.841068)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_104\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 142.774959 \nL 362.378823 142.774959 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"142.774959\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.2}$ -->\n      <g transform=\"translate(11.348744 146.234209)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_107\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 113.1681 \nL 362.378823 113.1681 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"113.1681\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{0.4}$ -->\n      <g transform=\"translate(11.348744 116.627349)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_110\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 83.56124 \nL 362.378823 83.56124 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"83.56124\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{0.6}$ -->\n      <g transform=\"translate(11.348744 87.02049)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_113\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 53.954381 \nL 362.378823 53.954381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"53.954381\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{0.8}$ -->\n      <g transform=\"translate(11.348744 57.41363)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_116\">\n      <path clip-path=\"url(#pffb19f92e8)\" d=\"M 27.578823 24.347521 \nL 362.378823 24.347521 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#mb9883d84a7\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#mc480945b91\" y=\"24.347521\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{1.0}$ -->\n      <g transform=\"translate(11.348744 27.806771)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_119\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m0bca4d18a8\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"216.792108\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m8a0bc61b9e\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"216.792108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"209.390393\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"209.390393\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"194.586964\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"194.586964\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"187.185249\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"187.185249\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"179.783534\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"179.783534\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"164.980104\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"164.980104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"157.578389\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"157.578389\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"150.176674\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"150.176674\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"135.373245\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"135.373245\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"127.97153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"127.97153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"120.569815\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"120.569815\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"105.766385\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"105.766385\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"98.36467\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"98.36467\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"90.962955\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"90.962955\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"76.159526\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"76.159526\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"68.757811\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"68.757811\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"61.356096\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"61.356096\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"46.552666\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"46.552666\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"39.150951\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"39.150951\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"31.749236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"31.749236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"16.945806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"16.945806\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"27.578823\" xlink:href=\"#m0bca4d18a8\" y=\"9.544092\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"362.378823\" xlink:href=\"#m8a0bc61b9e\" y=\"9.544092\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#pffb19f92e8)\" d=\"M 42.797005 27.97523 \nL 57.095967 27.97523 \nL 59.138676 61.526932 \nL 67.309512 61.526932 \nL 69.352221 105.952739 \nL 112.249109 105.952739 \nL 114.291818 161.046201 \nL 255.238737 161.046201 \nL 257.281446 136.089528 \nL 294.050208 136.089528 \nL 296.092917 82.033665 \nL 332.861678 82.033665 \nL 334.904387 43.704606 \nL 343.075223 43.704606 \nL 345.117932 20.259765 \nL 347.160641 20.259765 \nL 347.160641 20.259765 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 27.578823 221.04 \nL 27.578823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.378823 221.04 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 27.578823 221.04 \nL 362.378823 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 27.578823 3.6 \nL 362.378823 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pffb19f92e8\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"27.578823\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "gb = GradientBoostingRegressor(max_depth=2, n_estimators=3, learning_rate=1)\n",
    "gb.fit(X, y)\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(X, y, alpha=0.7)\n",
    "plt.plot(X, gb.predict(X), 'r')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "### Boosting解析"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 同bagging 一样的例子\n",
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "# 构造500个数据点\n",
    "n = 500\n",
    "X = np.array([i / n for i in range(n + 1)])\n",
    "# 构造一个包含方差为 0.01 的噪音数据\n",
    "y = np.array([i + np.random.normal(scale=0.1) for i in X])\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,\n",
    "                                                    y,\n",
    "                                                    test_size=0.3,\n",
    "                                                    random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "GradientBoostingRegressor(learning_rate=0.5, max_depth=1, n_estimators=50)"
      ]
     },
     "metadata": {},
     "execution_count": 30
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# Fit regression model\n",
    "params = {\n",
    "    'n_estimators': 50,\n",
    "    'max_depth': 1,\n",
    "    'learning_rate': 0.5,\n",
    "    'loss': 'ls'\n",
    "}\n",
    "clf = GradientBoostingRegressor(**params)\n",
    "clf.fit(X_train.reshape(-1, 1), y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算MSE\n",
    "mse = np.zeros((params['n_estimators'], ), dtype=np.float64)\n",
    "# 使用 staged_predict 内置方法输出每轮预测情况\n",
    "for i, y_pred in enumerate(clf.staged_predict(X_test.reshape(-1, 1))):\n",
    "    mse[i] = mean_squared_error(y_test, y_pred)\n",
    "# 训练集上的MSE\n",
    "mse_train = np.zeros((params['n_estimators'], ), dtype=np.float64)\n",
    "\n",
    "for i, y_pred in enumerate(clf.staged_predict(X_train.reshape(-1, 1))):\n",
    "    mse_train[i] = mean_squared_error(y_train, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'MSE')"
      ]
     },
     "metadata": {},
     "execution_count": 32
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"304.211353pt\" version=\"1.1\" viewBox=\"0 0 345.630727 304.211353\" width=\"345.630727pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-27T00:26:50.095178</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 304.211353 \nL 345.630727 304.211353 \nL 345.630727 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 37.667091 275.4 \nL 342.030727 275.4 \nL 342.030727 3.6 \nL 37.667091 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 45.854981 275.4 \nL 45.854981 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m1cd10c330b\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"45.854981\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m8887ba4ea5\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"45.854981\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(43.364313 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 102.323188 275.4 \nL 102.323188 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"102.323188\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"102.323188\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- $\\mathdefault{10}$ -->\n      <g transform=\"translate(97.341853 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 158.791395 275.4 \nL 158.791395 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"158.791395\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"158.791395\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- $\\mathdefault{20}$ -->\n      <g transform=\"translate(153.81006 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 215.259602 275.4 \nL 215.259602 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"215.259602\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"215.259602\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- $\\mathdefault{30}$ -->\n      <g transform=\"translate(210.278267 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 271.727809 275.4 \nL 271.727809 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.727809\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"271.727809\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- $\\mathdefault{40}$ -->\n      <g transform=\"translate(266.746474 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 328.196017 275.4 \nL 328.196017 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"328.196017\" xlink:href=\"#m1cd10c330b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"328.196017\" xlink:href=\"#m8887ba4ea5\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{50}$ -->\n      <g transform=\"translate(323.214681 285.818498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_19\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"me84f3c0e6b\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"57.148622\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m572f3345f4\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"57.148622\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.442264\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.442264\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"79.735905\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"79.735905\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"91.029547\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"91.029547\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"113.61683\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"113.61683\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"124.910471\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"124.910471\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"136.204112\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"136.204112\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.497754\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.497754\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"170.085037\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"170.085037\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.378678\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.378678\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"192.672319\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"192.672319\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"203.965961\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"203.965961\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"226.553244\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"226.553244\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"237.846885\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"237.846885\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"249.140527\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"249.140527\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.434168\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.434168\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"283.021451\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"283.021451\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"294.315092\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"294.315092\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"305.608734\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"305.608734\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.902375\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"316.902375\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.489658\" xlink:href=\"#me84f3c0e6b\" y=\"275.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"339.489658\" xlink:href=\"#m572f3345f4\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Boosting Iterations -->\n     <g transform=\"translate(148.061072 298.674175)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 43.09375 21.1875 \nC 43.09375 34 33.796875 44 22.90625 44 \nC 12 44 2.703125 34 2.703125 21.1875 \nC 2.703125 8.609375 12 -1 22.90625 -1 \nC 33.796875 -1 43.09375 8.609375 43.09375 21.1875 \nz\nM 22.90625 0.796875 \nC 18.203125 0.796875 14.203125 3.59375 11.90625 7.5 \nC 9.40625 11.984375 9.09375 17.59375 9.09375 22 \nC 9.09375 26.203125 9.296875 31.40625 11.90625 35.90625 \nC 13.90625 39.203125 17.796875 42.40625 22.90625 42.40625 \nC 27.40625 42.40625 31.203125 39.90625 33.59375 36.40625 \nC 36.703125 31.703125 36.703125 25.109375 36.703125 22 \nC 36.703125 18.09375 36.5 12.109375 33.796875 7.296875 \nC 31 2.703125 26.703125 0.796875 22.90625 0.796875 \nz\n\" id=\"CMR17-111\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n       <path d=\"M 15.09375 40 \nL 29.09375 40 \nL 29.09375 42.578125 \nL 15.09375 42.578125 \nL 15.09375 61 \nL 13.296875 61 \nC 13.09375 50.703125 9.59375 41.6875 1.09375 41.6875 \nL 1.09375 40 \nL 9.796875 40 \nL 9.796875 12.046875 \nC 9.796875 10.15625 9.796875 -1 21.40625 -1 \nC 27.296875 -1 30.703125 4.78125 30.703125 12.140625 \nL 30.703125 17.8125 \nL 28.90625 17.8125 \nL 28.90625 12.234375 \nC 28.90625 5.375 26.203125 0.796875 22 0.796875 \nC 19.09375 0.796875 15.09375 2.78125 15.09375 11.84375 \nz\n\" id=\"CMR17-116\"/>\n       <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n       <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n       <path d=\"M 11.09375 18.1875 \nC 13 16.6875 16.296875 15 20.296875 15 \nC 28.203125 15 35 21.203125 35 29.5 \nC 35 32.09375 34.203125 36.09375 31.203125 39.203125 \nC 34 42.0625 38.09375 43 40.40625 43 \nC 40.796875 43 41.40625 43 41.90625 42.71875 \nC 41.5 42.625 40.59375 42.234375 40.59375 40.703125 \nC 40.59375 39.484375 41.5 38.609375 42.796875 38.609375 \nC 44.296875 38.609375 45.09375 39.578125 45.09375 40.84375 \nC 45.09375 42.671875 43.59375 44.59375 40.40625 44.59375 \nC 36.40625 44.59375 32.90625 42.78125 30.09375 40.3125 \nC 27.09375 43.015625 23.5 44 20.296875 44 \nC 12.40625 44 5.59375 37.796875 5.59375 29.5 \nC 5.59375 23.78125 8.90625 20.1875 9.90625 19.1875 \nC 6.90625 15.6875 6.90625 11.609375 6.90625 11.109375 \nC 6.90625 8.515625 7.90625 4.71875 11.296875 2.625 \nC 6.09375 1.328125 2 -2.640625 2 -7.59375 \nC 2 -14.734375 11.5 -20 22.90625 -20 \nC 33.90625 -20 43.796875 -14.9375 43.796875 -7.484375 \nC 43.796875 6 29 6 21.296875 6 \nC 19 6 14.90625 6 14.40625 6.109375 \nC 11.296875 6.609375 9.203125 9.40625 9.203125 12.90625 \nC 9.203125 13.796875 9.203125 16 11.09375 18.1875 \nz\nM 20.296875 16.6875 \nC 11.5 16.6875 11.5 27.5 11.5 29.515625 \nC 11.5 31.5 11.5 42.3125 20.296875 42.3125 \nC 29.09375 42.3125 29.09375 31.5 29.09375 29.515625 \nC 29.09375 27.5 29.09375 16.6875 20.296875 16.6875 \nz\nM 22.90625 -18.296875 \nC 12.90625 -18.296875 6 -13.046875 6 -7.59375 \nC 6 -4.515625 7.703125 -1.640625 9.90625 -0.0625 \nC 12.40625 1.625 13.40625 1.625 20.203125 1.625 \nC 28.40625 1.625 39.796875 1.625 39.796875 -7.59375 \nC 39.796875 -13.046875 32.90625 -18.296875 22.90625 -18.296875 \nz\n\" id=\"CMR17-103\"/>\n       <path d=\"M 19.703125 61.015625 \nC 19.703125 65.5 20.90625 65.5 28.09375 65.5 \nL 28.09375 68 \nC 24.90625 68 19.796875 68 16.40625 68 \nC 13 68 7.90625 68 4.703125 68 \nL 4.703125 65.5 \nC 11.90625 65.5 13.09375 65.5 13.09375 61.015625 \nL 13.09375 6.984375 \nC 13.09375 2.5 11.90625 2.5 4.703125 2.5 \nL 4.703125 0 \nC 7.90625 0 13 0 16.40625 0 \nC 19.796875 0 24.90625 0 28.09375 0 \nL 28.09375 2.5 \nC 20.90625 2.5 19.703125 2.5 19.703125 6.984375 \nz\n\" id=\"CMR17-73\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 15 23.390625 \nC 15 33 19.09375 42 26.59375 42 \nC 27.296875 42 28 41.90625 28.703125 41.59375 \nC 28.703125 41.59375 26.5 40.890625 26.5 38.3125 \nC 26.5 35.90625 28.40625 34.90625 29.90625 34.90625 \nC 31.09375 34.90625 33.296875 35.609375 33.296875 38.40625 \nC 33.296875 41.609375 30.09375 43.59375 26.703125 43.59375 \nC 19.09375 43.59375 15.796875 36.203125 14.796875 32.703125 \nL 14.703125 32.703125 \nL 14.703125 43.59375 \nL 3.09375 42.5 \nL 3.09375 39.90625 \nC 9 39.90625 9.90625 39.296875 9.90625 34.5 \nL 9.90625 6.6875 \nC 9.90625 2.875 9.5 2.390625 3.09375 2.390625 \nL 3.09375 -0.203125 \nC 5.5 0 10.09375 0 12.703125 0 \nC 15.59375 0 20.703125 0 23.40625 -0.203125 \nL 23.40625 2.390625 \nC 16.203125 2.390625 15 2.390625 15 6.875 \nz\n\" id=\"CMR17-114\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-111\"/>\n      <use transform=\"translate(113.48167 0)scale(0.996264)\" xlink:href=\"#CMR17-111\"/>\n      <use transform=\"translate(159.172147 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n      <use transform=\"translate(194.973485 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(230.254253 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(255.125311 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(306.020681 0)scale(0.996264)\" xlink:href=\"#CMR17-103\"/>\n      <use transform=\"translate(381.787125 0)scale(0.996264)\" xlink:href=\"#CMR17-73\"/>\n      <use transform=\"translate(414.425534 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(449.706302 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(490.191962 0)scale(0.996264)\" xlink:href=\"#CMR17-114\"/>\n      <use transform=\"translate(525.47273 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(571.163207 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(606.443975 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(631.315033 0)scale(0.996264)\" xlink:href=\"#CMR17-111\"/>\n      <use transform=\"translate(677.00551 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(727.90088 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_61\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 37.667091 255.629281 \nL 342.030727 255.629281 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_62\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"mdb1e6f2861\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#mdb1e6f2861\" y=\"255.629281\"/>\n      </g>\n     </g>\n     <g id=\"line2d_63\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m7a08378fd4\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#m7a08378fd4\" y=\"255.629281\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{0.01}$ -->\n      <g transform=\"translate(16.455677 259.08853)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 18.40625 4.796875 \nC 18.40625 7.6875 16 9.671875 13.59375 9.671875 \nC 10.703125 9.671875 8.703125 7.28125 8.703125 4.890625 \nC 8.703125 2 11.09375 0 13.5 0 \nC 16.40625 0 18.40625 2.390625 18.40625 4.796875 \nz\n\" id=\"CMMI12-58\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_64\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 37.667091 204.287227 \nL 342.030727 204.287227 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#mdb1e6f2861\" y=\"204.287227\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#m7a08378fd4\" y=\"204.287227\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{0.02}$ -->\n      <g transform=\"translate(16.455677 207.746476)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_67\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 37.667091 152.945173 \nL 342.030727 152.945173 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#mdb1e6f2861\" y=\"152.945173\"/>\n      </g>\n     </g>\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#m7a08378fd4\" y=\"152.945173\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{0.03}$ -->\n      <g transform=\"translate(16.455677 156.404423)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_70\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 37.667091 101.60312 \nL 342.030727 101.60312 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#mdb1e6f2861\" y=\"101.60312\"/>\n      </g>\n     </g>\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#m7a08378fd4\" y=\"101.60312\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{0.04}$ -->\n      <g transform=\"translate(16.455677 105.062369)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_73\">\n      <path clip-path=\"url(#pd1462fa722)\" d=\"M 37.667091 50.261066 \nL 342.030727 50.261066 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#mdb1e6f2861\" y=\"50.261066\"/>\n      </g>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#m7a08378fd4\" y=\"50.261066\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{0.05}$ -->\n      <g transform=\"translate(16.455677 53.720315)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMMI12-58\"/>\n       <use transform=\"translate(72.787654 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(118.478131 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_76\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m8406e29305\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"265.897692\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mf26c800c6c\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"265.897692\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"245.36087\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"245.36087\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"235.092459\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"235.092459\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"224.824049\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"224.824049\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"214.555638\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"214.555638\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"194.018816\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"194.018816\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"183.750406\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"183.750406\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"173.481995\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"173.481995\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"163.213584\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"163.213584\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"142.676763\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"142.676763\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"132.408352\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"132.408352\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"122.139941\"/>\n      </g>\n     </g>\n     <g id=\"line2d_99\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"122.139941\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"111.87153\"/>\n      </g>\n     </g>\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"111.87153\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"91.334709\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"91.334709\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"81.066298\"/>\n      </g>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"81.066298\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"70.797887\"/>\n      </g>\n     </g>\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"70.797887\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"60.529477\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"60.529477\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"39.992655\"/>\n      </g>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"39.992655\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"29.724244\"/>\n      </g>\n     </g>\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"29.724244\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"19.455834\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"19.455834\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"37.667091\" xlink:href=\"#m8406e29305\" y=\"9.187423\"/>\n      </g>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"342.030727\" xlink:href=\"#mf26c800c6c\" y=\"9.187423\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- MSE -->\n     <g transform=\"translate(10.518498 150.223702)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 20.90625 66 \nC 20.296875 67.5 20.203125 67.5 18.09375 67.5 \nL 5.296875 67.5 \nL 5.296875 65 \nC 12.203125 65 13.296875 65 13.296875 60.546875 \nL 13.296875 9.53125 \nC 13.296875 7.046875 13.296875 2.390625 5.296875 2.390625 \nL 5.296875 -0.203125 \nC 7.59375 0 11.796875 0 14.296875 0 \nC 16.796875 0 21 0 23.296875 -0.203125 \nL 23.296875 2.390625 \nC 15.296875 2.390625 15.296875 7.046875 15.296875 9.53125 \nL 15.296875 64.609375 \nL 15.40625 64.609375 \nL 38.90625 1.390625 \nC 39.296875 0.390625 39.5 -0.203125 40.296875 -0.203125 \nC 41.09375 -0.203125 41.296875 0.390625 41.703125 1.390625 \nL 65.40625 65.09375 \nL 65.5 65.09375 \nL 65.5 6.84375 \nC 65.5 2.390625 64.40625 2.390625 57.5 2.390625 \nL 57.5 -0.203125 \nC 60.203125 0 65.59375 0 68.5 0 \nC 71.40625 0 76.90625 0 79.59375 -0.203125 \nL 79.59375 2.390625 \nC 72.703125 2.390625 71.59375 2.390625 71.59375 6.84375 \nL 71.59375 60.546875 \nC 71.59375 65 72.703125 65 79.59375 65 \nL 79.59375 67.5 \nL 66.90625 67.5 \nC 64.796875 67.5 64.703125 67.40625 64.09375 65.90625 \nL 42.5 7.84375 \nz\n\" id=\"CMR17-77\"/>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 60.703125 25.234375 \nL 58.90625 25.234375 \nC 56.703125 10.5625 55.40625 2.59375 37.796875 2.59375 \nL 23.90625 2.59375 \nC 19.90625 2.59375 19.703125 3.078125 19.703125 6.46875 \nL 19.703125 34 \nL 29.09375 34 \nC 38.5 34 39.40625 30.625 39.40625 22.34375 \nL 41.203125 22.34375 \nL 41.203125 48.140625 \nL 39.40625 48.140625 \nC 39.40625 39.953125 38.5 36.59375 29.09375 36.59375 \nL 19.703125 36.59375 \nL 19.703125 61.140625 \nC 19.703125 64.5 19.90625 65 23.90625 65 \nL 37.59375 65 \nC 53.09375 65 54.90625 58.890625 56.296875 45.765625 \nL 58.09375 45.765625 \nL 55.703125 67.578125 \nL 5.09375 67.578125 \nL 5.09375 65 \nC 12 65 13.09375 65 13.09375 60.53125 \nL 13.09375 7.046875 \nC 13.09375 2.59375 12 2.59375 5.09375 2.59375 \nL 5.09375 0 \nL 57.09375 0 \nz\n\" id=\"CMR17-69\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-77\"/>\n      <use transform=\"translate(84.686941 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(135.58231 0)scale(0.996264)\" xlink:href=\"#CMR17-69\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_118\">\n    <path clip-path=\"url(#pd1462fa722)\" d=\"M 51.501802 82.279726 \nL 57.148622 171.165174 \nL 62.795443 214.559311 \nL 68.442264 233.43241 \nL 74.089085 244.098621 \nL 79.735905 250.106946 \nL 85.382726 254.309212 \nL 91.029547 255.765848 \nL 96.676367 256.793324 \nL 102.323188 257.362571 \nL 107.970009 257.750433 \nL 113.61683 257.994198 \nL 119.26365 258.250517 \nL 124.910471 258.518608 \nL 130.557292 258.733778 \nL 136.204112 258.978779 \nL 141.850933 259.172655 \nL 147.497754 259.383913 \nL 153.144574 259.552033 \nL 158.791395 259.739771 \nL 164.438216 259.886074 \nL 170.085037 260.085434 \nL 175.731857 260.229242 \nL 181.378678 260.412125 \nL 187.025499 260.54437 \nL 192.672319 260.697397 \nL 198.31914 260.832602 \nL 203.965961 260.952783 \nL 209.612782 261.085129 \nL 215.259602 261.216005 \nL 220.906423 261.324331 \nL 226.553244 261.440669 \nL 232.200064 261.54169 \nL 237.846885 261.642284 \nL 243.493706 261.746133 \nL 249.140527 261.840275 \nL 254.787347 261.959872 \nL 260.434168 262.06471 \nL 266.080989 262.160048 \nL 271.727809 262.267065 \nL 277.37463 262.353166 \nL 283.021451 262.438232 \nL 288.668272 262.523043 \nL 294.315092 262.599551 \nL 299.961913 262.676651 \nL 305.608734 262.762073 \nL 311.255554 262.832833 \nL 316.902375 262.905208 \nL 322.549196 262.980669 \nL 328.196017 263.045455 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"line2d_119\">\n    <path clip-path=\"url(#pd1462fa722)\" d=\"M 51.501802 15.954545 \nL 57.148622 131.000161 \nL 62.795443 183.439963 \nL 68.442264 211.425659 \nL 74.089085 227.028678 \nL 79.735905 235.640873 \nL 85.382726 240.30255 \nL 91.029547 242.54519 \nL 96.676367 243.898574 \nL 102.323188 244.73359 \nL 107.970009 244.969127 \nL 113.61683 245.190541 \nL 119.26365 245.424809 \nL 124.910471 245.675807 \nL 130.557292 245.882076 \nL 136.204112 245.804992 \nL 141.850933 245.994343 \nL 147.497754 246.3451 \nL 153.144574 246.323146 \nL 158.791395 246.615308 \nL 164.438216 246.776641 \nL 170.085037 246.665368 \nL 175.731857 246.827113 \nL 181.378678 246.987028 \nL 187.025499 247.14378 \nL 192.672319 247.367022 \nL 198.31914 247.333721 \nL 203.965961 247.216922 \nL 209.612782 247.368815 \nL 215.259602 247.487606 \nL 220.906423 247.619223 \nL 226.553244 247.499074 \nL 232.200064 247.495586 \nL 237.846885 247.616824 \nL 243.493706 247.698353 \nL 249.140527 247.637763 \nL 254.787347 247.672555 \nL 260.434168 247.63896 \nL 266.080989 247.79746 \nL 271.727809 248.037275 \nL 277.37463 247.917174 \nL 283.021451 248.025508 \nL 288.668272 248.090691 \nL 294.315092 248.049653 \nL 299.961913 248.189072 \nL 305.608734 248.272319 \nL 311.255554 248.160036 \nL 316.902375 248.325838 \nL 322.549196 248.357226 \nL 328.196017 248.28893 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 37.667091 275.4 \nL 37.667091 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 342.030727 275.4 \nL 342.030727 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 37.667091 275.4 \nL 342.030727 275.4 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 37.667091 3.6 \nL 342.030727 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 224.270369 40.813741 \nL 335.030727 40.813741 \nQ 337.030727 40.813741 337.030727 38.813741 \nL 337.030727 10.6 \nQ 337.030727 8.6 335.030727 8.6 \nL 224.270369 8.6 \nQ 222.270369 8.6 222.270369 10.6 \nL 222.270369 38.813741 \nQ 222.270369 40.813741 224.270369 40.813741 \nz\n\" style=\"fill:#ffffff;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_120\">\n     <path d=\"M 226.270369 16.698438 \nL 246.270369 16.698438 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_121\"/>\n    <g id=\"text_14\">\n     <!-- Training Set MSE -->\n     <g transform=\"translate(254.270369 20.198438)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 62.203125 67.59375 \nL 4.5 67.59375 \nL 2.796875 45.59375 \nL 4.59375 45.59375 \nC 5.90625 62.125 7.296875 65 22.703125 65 \nC 24.5 65 27.40625 65 28.203125 64.90625 \nC 30.09375 64.609375 30.09375 63.40625 30.09375 61.125 \nL 30.09375 7.171875 \nC 30.09375 3.59375 29.796875 2.5 21.5 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 23.5 0 28.5 0 33.40625 0 \nC 38.296875 0 43.296875 0 48.09375 0 \nL 48.09375 2.5 \nL 45.296875 2.5 \nC 37 2.5 36.703125 3.59375 36.703125 7.171875 \nL 36.703125 61.125 \nC 36.703125 63.3125 36.703125 64.515625 38.5 64.90625 \nC 39.296875 65 42.203125 65 44 65 \nC 59.296875 65 60.796875 62.125 62.09375 45.59375 \nL 63.90625 45.59375 \nz\n\" id=\"CMR17-84\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-84\"/>\n      <use transform=\"translate(58.702625 0)scale(0.996264)\" xlink:href=\"#CMR17-114\"/>\n      <use transform=\"translate(93.983393 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(139.67387 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(164.544929 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(215.440298 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(240.311357 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(291.206727 0)scale(0.996264)\" xlink:href=\"#CMR17-103\"/>\n      <use transform=\"translate(366.97317 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(417.86854 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(458.3542 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(523.710934 0)scale(0.996264)\" xlink:href=\"#CMR17-77\"/>\n      <use transform=\"translate(608.397875 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(659.293245 0)scale(0.996264)\" xlink:href=\"#CMR17-69\"/>\n     </g>\n    </g>\n    <g id=\"line2d_122\">\n     <path d=\"M 226.270369 31.376563 \nL 246.270369 31.376563 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;\"/>\n    </g>\n    <g id=\"line2d_123\"/>\n    <g id=\"text_15\">\n     <!-- Test Set MSE -->\n     <g transform=\"translate(254.270369 34.876563)scale(0.1 -0.1)\">\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-84\"/>\n      <use transform=\"translate(58.702625 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(99.188286 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n      <use transform=\"translate(134.989623 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(200.346357 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(251.241727 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(291.727388 0)scale(0.996264)\" xlink:href=\"#CMR17-116\"/>\n      <use transform=\"translate(357.084122 0)scale(0.996264)\" xlink:href=\"#CMR17-77\"/>\n      <use transform=\"translate(441.771062 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(492.666432 0)scale(0.996264)\" xlink:href=\"#CMR17-69\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pd1462fa722\">\n   <rect height=\"271.8\" width=\"304.363636\" x=\"37.667091\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 绘图\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(np.arange(params['n_estimators']) + 1, mse_train, 'b-',\n",
    "         label='Training Set MSE')\n",
    "plt.plot(np.arange(params['n_estimators']) + 1, mse, 'r-',\n",
    "         label='Test Set MSE')\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Boosting Iterations')\n",
    "plt.ylabel('MSE')"
   ]
  },
  {
   "source": [
    "## 4、Stacking"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### 1、GBDT + LR"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "准备数据"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(569, 30)"
      ]
     },
     "metadata": {},
     "execution_count": 33
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "X, y = load_breast_cancer(return_X_y=True)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,\n",
    "                                                    y,\n",
    "                                                    test_size=0.2,\n",
    "                                                    random_state=42)"
   ]
  },
  {
   "source": [
    "构建GBDT模型：深度为2，共10棵树"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "GradientBoostingClassifier(max_depth=2, n_estimators=10)"
      ]
     },
     "metadata": {},
     "execution_count": 35
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "\n",
    "mm = GradientBoostingClassifier(n_estimators=10, max_depth=2)\n",
    "mm.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "GBDT AUC: 0.96856\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, auc, roc_auc_score\n",
    "\n",
    "y_pred = mm.predict_proba(X_test)[:, 1]\n",
    "\n",
    "print('GBDT AUC: %.5f' % roc_auc_score(y_test, y_pred))"
   ]
  },
  {
   "source": [
    "获取每个点在每一棵树的索引，并将其转化为二维数组"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_leaves = mm.apply(X_train)[:, :, 0]\n",
    "train_rows, cols = X_train_leaves.shape\n",
    "X_test_leaves = mm.apply(X_test)[:, :, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[2., 6., 2., ..., 2., 6., 3.],\n",
       "       [6., 5., 6., ..., 6., 5., 6.],\n",
       "       [2., 2., 2., ..., 2., 2., 2.],\n",
       "       ...,\n",
       "       [2., 2., 2., ..., 2., 2., 2.],\n",
       "       [6., 5., 6., ..., 6., 5., 3.],\n",
       "       [2., 2., 2., ..., 2., 2., 2.]])"
      ]
     },
     "metadata": {},
     "execution_count": 38
    }
   ],
   "source": [
    "X_train_leaves"
   ]
  },
  {
   "source": [
    "进行编码\n",
    "\n",
    ">由于sklearn中的决策树索引编码规则，对于深度为2的树，其叶子结点索引的取值范围为2、3、5、6，所以可先进行LabelEncode再进行One-Hot"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "enc = OneHotEncoder(categories='auto')\n",
    "\n",
    "X_trans = enc.fit_transform(\n",
    "    np.concatenate((X_train_leaves, X_test_leaves), axis=0))"
   ]
  },
  {
   "source": [
    "构建逻辑回归元模型"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "GBDT+LR AUC: 0.97019\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "lr = LogisticRegression(solver='lbfgs')\n",
    "lr.fit(X_trans[:train_rows, :], y_train)\n",
    "\n",
    "y_pred_gbdtlr = lr.predict_proba(X_trans[train_rows:, :])[:, 1]\n",
    "\n",
    "print('GBDT+LR AUC: %.5f' % roc_auc_score(y_test, y_pred_gbdtlr))"
   ]
  },
  {
   "source": [
    "### 2、Super Learner"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "#### 使用ML-Ensemble库实现Super Learner"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "导入"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "[MLENS] backend: threading\n"
     ]
    }
   ],
   "source": [
    "from mlens.ensemble import SuperLearner"
   ]
  },
  {
   "source": [
    "实现"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bulid_super_learner(X,\n",
    "                        y,\n",
    "                        base_models,\n",
    "                        meta_model,\n",
    "                        score_fun,\n",
    "                        kfolds=3,\n",
    "                        test_size=0.3,\n",
    "                        random_state=None):\n",
    "                        \n",
    "    '''使用ML-Ensemble库实现Super Learner'''\n",
    "\n",
    "    # 划分数据集\n",
    "    X, X_val, y, y_val = train_test_split(X,\n",
    "                                          y,\n",
    "                                          test_size=test_size,\n",
    "                                          random_state=random_state)\n",
    "    # 创建SuperLearner\n",
    "    ensemble = SuperLearner(scorer=score_fun,\n",
    "                            folds=kfolds,\n",
    "                            shuffle=True,\n",
    "                            sample_size=len(X),\n",
    "                            random_state=random_state)\n",
    "    # 基模型\n",
    "    ensemble.add(base_models)\n",
    "    # 元模型\n",
    "    ensemble.add_meta(meta_model)\n",
    "    # 训练集成模型\n",
    "    ensemble.fit(X, y)\n",
    "    # 预测\n",
    "    preds = ensemble.predict(X_val)\n",
    "    # 评估\n",
    "    print('Super Learner Train MSE {:.3f}'.format(mean_squared_error(y_val, preds)))\n",
    "    # 返回训练好的集成模型\n",
    "    return ensemble"
   ]
  },
  {
   "source": [
    "演示"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Super Learner Train MSE 0.975\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import BaggingRegressor\n",
    "from sklearn.datasets import make_regression\n",
    "\n",
    "random_state = 42\n",
    "\n",
    "base_models = [\n",
    "    LinearRegression(),\n",
    "    DecisionTreeRegressor(random_state=random_state),\n",
    "    BaggingRegressor(random_state=random_state)\n",
    "]\n",
    "meta_model = LinearRegression()\n",
    "\n",
    "X, y = make_regression(n_samples=1000,\n",
    "                       n_features=3,\n",
    "                       noise=1,\n",
    "                       random_state=random_state)\n",
    "\n",
    "ensemble = bulid_super_learner(X,\n",
    "                               y,\n",
    "                               base_models,\n",
    "                               meta_model,\n",
    "                               mean_squared_error,\n",
    "                               random_state=random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                   score-m     score-s      ft-m      ft-s  \\\n",
       "layer-1/baggingregressor        687.887474  110.449001  0.086001  0.007524   \n",
       "layer-1/decisiontreeregressor  1262.915389  279.053603  0.023208  0.005597   \n",
       "layer-1/linearregression          1.000901    0.016738  0.001275  0.000064   \n",
       "\n",
       "                                   pt-m      pt-s  \n",
       "layer-1/baggingregressor       0.005839  0.000525  \n",
       "layer-1/decisiontreeregressor  0.001473  0.000841  \n",
       "layer-1/linearregression       0.000222  0.000007  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>score-m</th>\n      <th>score-s</th>\n      <th>ft-m</th>\n      <th>ft-s</th>\n      <th>pt-m</th>\n      <th>pt-s</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>layer-1/baggingregressor</th>\n      <td>687.887474</td>\n      <td>110.449001</td>\n      <td>0.086001</td>\n      <td>0.007524</td>\n      <td>0.005839</td>\n      <td>0.000525</td>\n    </tr>\n    <tr>\n      <th>layer-1/decisiontreeregressor</th>\n      <td>1262.915389</td>\n      <td>279.053603</td>\n      <td>0.023208</td>\n      <td>0.005597</td>\n      <td>0.001473</td>\n      <td>0.000841</td>\n    </tr>\n    <tr>\n      <th>layer-1/linearregression</th>\n      <td>1.000901</td>\n      <td>0.016738</td>\n      <td>0.001275</td>\n      <td>0.000064</td>\n      <td>0.000222</td>\n      <td>0.000007</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 53
    }
   ],
   "source": [
    "pd.DataFrame(data=ensemble.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "metadata": {},
     "execution_count": 57
    }
   ],
   "source": [
    "len(ensemble.layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[Layer(backend='threading', dtype=<class 'numpy.float32'>, n_jobs=-1,\n",
       "    name='layer-1', propagate_features=None, raise_on_exception=True,\n",
       "    random_state=7270, shuffle=True,\n",
       "    stack=[Group(backend='threading', dtype=<class 'numpy.float32'>,\n",
       "    indexer=FoldIndex(X=None, folds=3, raise_on_exception=True),\n",
       "    learners=[Learner(attr='predict', backend='threading', dtype=<class 'numpy.float32'>,\n",
       "     estimator=BaggingRegressor(random_state=42),\n",
       "     indexer=FoldIndex(X=None, fol...error at 0x7fdd6ec241e0>)],\n",
       "    n_jobs=-1, name='group-0', raise_on_exception=True, transformers=[])],\n",
       "    verbose=0),\n",
       " Layer(backend='threading', dtype=<class 'numpy.float32'>, n_jobs=-1,\n",
       "    name='layer-2', propagate_features=None, raise_on_exception=True,\n",
       "    random_state=7270, shuffle=True,\n",
       "    stack=[Group(backend='threading', dtype=<class 'numpy.float32'>,\n",
       "    indexer=FullIndex(X=None),\n",
       "    learners=[Learner(attr='predict', backend='threading', dtype=<class 'numpy.float32'>,\n",
       "     estimator=LinearRegression(), indexer=FullIndex(X=None), n_jobs=-1,\n",
       "     name='linearregression', preprocess=None, proba=False,\n",
       "     raise_on_exception=True,\n",
       "     scorer=<function mean_squared_error at 0x7fdd6ec241e0>)],\n",
       "    n_jobs=-1, name='group-1', raise_on_exception=True, transformers=[])],\n",
       "    verbose=0)]"
      ]
     },
     "metadata": {},
     "execution_count": 56
    }
   ],
   "source": [
    "ensemble.layers"
   ]
  },
  {
   "source": [
    "### 3、Sequential Ensemble\n",
    "\n",
    "用于集成不同集成架构的集成\n",
    "\n",
    "例如第一层基学习期使用Subsemble集成模式，第二层使用Stack集成模式"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlens.ensemble import SequentialEnsemble\n",
    "from sklearn.datasets import load_boston\n",
    "from sklearn.model_selection import train_test_split\n",
    "from mlens.metrics.metrics import rmse\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.svm import SVR\n",
    "\n",
    "X, y = load_boston(return_X_y=True)\n",
    "# 划分数据集\n",
    "X_train, X_val, y_train, y_val = train_test_split(X,\n",
    "                                      y,\n",
    "                                      test_size=0.25,\n",
    "                                      random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "SequentialEnsemble(array_check=None, backend=None,\n",
       "          layers=[Layer(backend='threading', dtype=<class 'numpy.float32'>, n_jobs=-1,\n",
       "   name='layer-1', propagate_features=None, raise_on_exception=True,\n",
       "   random_state=None, shuffle=False,\n",
       "   stack=[Group(backend='threading', dtype=<class 'numpy.float32'>,\n",
       "   indexer=SubsetIndex(X=None, folds=3, partition...d522598>)],\n",
       "   n_jobs=-1, name='group-8', raise_on_exception=True, transformers=[])],\n",
       "   verbose=0)],\n",
       "          model_selection=False, n_jobs=None, raise_on_exception=True,\n",
       "          random_state=None, sample_size=20,\n",
       "          scorer=<function rmse at 0x7fc98d522598>, shuffle=False,\n",
       "          verbose=False)"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "ensemble = SequentialEnsemble(scorer=rmse)\n",
    "# 第1层 subsemble：3个分区和3折\n",
    "ensemble.add('subsemble', [SVR(gamma='auto'), Lasso()], partitions=3, folds=3)\n",
    "# 第2层 super learner: 5折\n",
    "ensemble.add('stack', [SVR(gamma='auto'), Lasso()], folds=5)\n",
    "# 元学习器\n",
    "ensemble.add_meta(SVR(gamma='auto'))\n",
    "\n",
    "ensemble.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Sequential Ensemble Train MSE 47.337\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "preds = ensemble.predict(X_val)\n",
    "print('Sequential Ensemble Train MSE {:.3f}'.format(mean_squared_error(y_val, preds)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                    score-m   score-s      ft-m      ft-s      pt-m      pt-s\n",
       "layer-1/lasso--0   6.383727  0.836645  0.015084  0.003803  0.002363  0.002918\n",
       "layer-1/lasso--1   7.209599  2.350075  0.015337  0.006481  0.000277  0.000051\n",
       "layer-1/lasso--2   7.071532  1.026633  0.012007  0.005876  0.000288  0.000045\n",
       "layer-1/svr--0     9.332913  1.392674  0.009186  0.004499  0.006040  0.001088\n",
       "layer-1/svr--1    10.316159  0.512627  0.007538  0.004429  0.006146  0.001178\n",
       "layer-1/svr--2    11.260635  1.399567  0.008261  0.005178  0.004533  0.000574\n",
       "layer-2/lasso--0   6.330963  1.821372  0.004923  0.003140  0.000287  0.000023\n",
       "layer-2/svr--0     8.736729  2.604450  0.028403  0.006369  0.006043  0.001402"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>score-m</th>\n      <th>score-s</th>\n      <th>ft-m</th>\n      <th>ft-s</th>\n      <th>pt-m</th>\n      <th>pt-s</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>layer-1/lasso--0</th>\n      <td>6.383727</td>\n      <td>0.836645</td>\n      <td>0.015084</td>\n      <td>0.003803</td>\n      <td>0.002363</td>\n      <td>0.002918</td>\n    </tr>\n    <tr>\n      <th>layer-1/lasso--1</th>\n      <td>7.209599</td>\n      <td>2.350075</td>\n      <td>0.015337</td>\n      <td>0.006481</td>\n      <td>0.000277</td>\n      <td>0.000051</td>\n    </tr>\n    <tr>\n      <th>layer-1/lasso--2</th>\n      <td>7.071532</td>\n      <td>1.026633</td>\n      <td>0.012007</td>\n      <td>0.005876</td>\n      <td>0.000288</td>\n      <td>0.000045</td>\n    </tr>\n    <tr>\n      <th>layer-1/svr--0</th>\n      <td>9.332913</td>\n      <td>1.392674</td>\n      <td>0.009186</td>\n      <td>0.004499</td>\n      <td>0.006040</td>\n      <td>0.001088</td>\n    </tr>\n    <tr>\n      <th>layer-1/svr--1</th>\n      <td>10.316159</td>\n      <td>0.512627</td>\n      <td>0.007538</td>\n      <td>0.004429</td>\n      <td>0.006146</td>\n      <td>0.001178</td>\n    </tr>\n    <tr>\n      <th>layer-1/svr--2</th>\n      <td>11.260635</td>\n      <td>1.399567</td>\n      <td>0.008261</td>\n      <td>0.005178</td>\n      <td>0.004533</td>\n      <td>0.000574</td>\n    </tr>\n    <tr>\n      <th>layer-2/lasso--0</th>\n      <td>6.330963</td>\n      <td>1.821372</td>\n      <td>0.004923</td>\n      <td>0.003140</td>\n      <td>0.000287</td>\n      <td>0.000023</td>\n    </tr>\n    <tr>\n      <th>layer-2/svr--0</th>\n      <td>8.736729</td>\n      <td>2.604450</td>\n      <td>0.028403</td>\n      <td>0.006369</td>\n      <td>0.006043</td>\n      <td>0.001402</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd.DataFrame(ensemble.data)"
   ]
  }
 ]
}